The attic air hung thick with dust and the scent of forgotten summers. Eleanor wrestled open the heavy trunk, sunlight slicing through the gloom, illuminating swirling motes. Inside, a jumble of yellowed photographs. She flipped through them, a detached observer at first, until she saw *him*. Her grandfather, handsome and grinning, draped across a motorcycle. The caption read: "Arthur, 1948 - Reno." Her grandmother's oft-repeated tale of a sheltered upbringing in a small, quiet town suddenly felt… wrong.

She slammed the lid shut, the sound echoing in the confined space. “Reno?” she muttered, pacing the length of the attic. Her chest tightened. Her grandmother had painted a picture of a life devoid of excitement, the very antithesis of this image. The motorcycle, the desert landscape, the carefree expression on his face… It was a betrayal. A slow burn of irritation began in her stomach.

She found herself back in the kitchen, staring at the tea kettle. The whistle seemed shrill, almost mocking. Her grandmother’s voice, which usually soothed, now grated. "Arthur was a simple man," she'd always say. Eleanor gripped the counter. Simple? She needed to know more, and her grandmother was going to tell her. Now.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256