The air in the staff room felt thick, heavy with the scent of stale coffee and unfulfilled dreams. Ms. Ramirez felt a knot in her stomach tighten with each passing second, each passing thought. Another standardized test loomed, the pressure of performance review on her back. She’d dedicated her life to these kids, and what did she have to show for it? A stack of essays and a sense of growing despair. A small, gift-wrapped box was on her desk.

She glared at it. Probably another token of appreciation from a student, another reminder of the futility of her efforts. She had to grade the essays. She grabbed the box, and with a swift movement, flung it into the recycling bin, the sound of the cardboard crumpling almost satisfying.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296