The perfectly arranged tables, the smiling faces, the curated playlist – it all felt like an assault. Sarah's chest felt constricted, making it difficult to breathe. She hadn’t slept well for days leading up to this.

She watched her father accept congratulations, his posture relaxed, his smile genuine. The hypocrisy of it all was almost unbearable. He had a knack for public performance, for presenting a facade.

She was handed the microphone. Her fingers curled around the cold metal. "Well," she started, the word barely audible. The audience’s expectations weighed heavily on her. She forced a smile, but it felt stretched and unnatural.

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