The news had hit Emily with the force of a physical blow. She sat at her desk, staring at the email, the words blurring before her eyes. The office felt like a cage. The fluorescent lights buzzed, a maddening, persistent drone.

She swiveled in her chair, facing the window. The city outside seemed to mock her, a vibrant tapestry of success that felt completely out of reach. She wanted to throw something, to shatter the glass, to release the pressure that was building inside her chest.

Sarah, beaming with the news, would probably be skipping.

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