The email was a slap in the face. Subject: Retirement. Body: "Thank you for the years, all the best." Signed, Professor Eldridge. No mention of coffee, no final lecture, nothing. Elias crumpled the paper in his fist, the edges digging into his palm. He stalked the university hallways, the familiar scent of old books and chalk dust suddenly nauseating. He slammed his office door, the sound echoing in the empty room. What a coward, to just vanish! He kicked the wastebasket across the room, watching the crumpled papers scatter like fallen leaves.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290