The sales team was crowded around the breakroom table, laughing and swapping stories. Chloe, as usual, was the center of attention. She’d just described a near-death experience on a zip line. Camp Greenwood. It was her time to tell a story.

Her smile was forced. She picked up a sugar packet, tearing it open with unnecessary force. The sugar spilled on the counter. She brushed it away with a sharp movement of her hand.

“Greenwood, you say?” she asked, her voice carefully modulated. “How… interesting. I went there in the same year.” Her words were laced with steel.

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