The laptop screen glared at Sarah, each pixel a tiny, mocking eye. Her diary, her secret, the repository of her adolescent woes, was plastered across a goddamn website. She slammed the lid shut, the sound echoing in the sudden silence of the apartment. Her fingers, clenched into fists, ached with the effort of containing her rising emotions.

She paced the living room, a restless energy coursing through her. The coffee table, usually a safe space for her mug, seemed to repel her touch. She kicked a stray shoe across the room, the leather thud a small act of defiance. The world felt too small, constricting.

Her phone buzzed. It was a friend, a link, a laughing emoji. Sarah wanted to scream, to shatter the phone against the wall. Instead, she tossed it onto the sofa, the vibrations dying out uselessly. This was a nightmare. A cruel, public humiliation.

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