“Are you kidding me?” The words escaped her as a ragged whisper. Chloe re-read the email from her sister, the screen reflecting the fury she felt inside. Her sister, Emily, had decided to organize her own party on the very same day. It was like a personal attack.

She felt a wave of dizziness wash over her, a physical manifestation of her agitation. She felt a burning need to do something, to lash out, to make Emily understand the enormity of her transgression. She grabbed her phone, her fingers trembling as she typed.

She stood abruptly, pacing the room, the knot in her stomach tightening. It was the principle of it, the utter lack of respect. She needed to breathe, to calm down. But it was difficult to do so.

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