The coffee cup trembled in his hand, sloshing dark liquid onto the table. He'd been looking forward to a relaxing evening. Instead, the news from the parent-teacher portal had sent a current of unease through him. Ms. Davies. The woman who had given him detention for simply doodling in class.

His wife, oblivious, continued to chatter about her day. He responded with terse, clipped answers, his eyes darting around the room. He felt a throbbing sensation in his temples.

He stood up abruptly, knocking over his chair. “I need some air,” he mumbled, excusing himself. He retreated to the porch, leaning against the cold brick wall. The evening was crisp, yet he felt hot, trapped.

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