He found the letter tucked within the pages of a well-worn copy of *Moby Dick*. Sunlight sliced through the dusty room, illuminating the swirling script. Years had passed since he penned this missive to his father. He remembered the fury that had simmered in his chest, the bitterness that had stained his thoughts.

“How could you?” he muttered aloud, his voice raspy with disuse. The words, penned so many years ago, still felt like a fresh wound.

He balled the paper in his fist, then unclenched it, smoothing the creases. The audacity of his father, always prioritizing his career over everything, had felt like a betrayal. His chest felt tight, constricted by the weight of the past.

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