The email notification – *High School Reunion!* – had popped up on the screen, a digital intrusion into his meticulously crafted world. He clicked on it, his eyebrow arching with a raised air. Did they really think he would attend? He, who had painstakingly distanced himself from the mediocrity of his past.

His fingers hovered over the "delete" button. He visualized the faces, the stale jokes, the predictable conversations. He couldn’t quite bring himself to obliterate the email immediately, but he knew what the outcome would be. He would, of course, be absent.

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