The office felt stifling. He’d loosened his tie, but the discomfort remained, a knot in his stomach. The bright, sterile environment, usually a source of comfort, now seemed to mock him. His hands trembled as he gestured towards the supply closet.

“Okay, so this is where we keep the…” He trailed off, struggling to find the appropriate words. The trainee, a young man with overly-optimistic eyes, nodded eagerly. It was almost insufferable.

Each task, each explanation, felt like a painful relinquishment. *Years.* He thought of all the late nights, the sacrifices, the promotions he’d earned. He saw his own value being replaced by someone with no track record, no experience, and it ignited a fire in his belly.

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