The coffee shop felt suffocating. The cheerful chatter of other patrons grated on him, each laugh a tiny stab. He’d envisioned himself working at the design firm, the sleek office, the creative freedom. But of course, it was *him* again. Ben. Always Ben.

He slammed his fist on the table, making the ceramic mug rattle. The barista flinched. He wasn’t usually like this. But the email, the stark, cold words, had stripped away the thin veneer of civility he'd been carefully maintaining.

He paid for his drink and then immediately threw it in the trash, leaving the coffee shop with a bitter taste in his mouth, both literal and figurative.

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