"Oh my god, you have to read this!" Her roommate's voice, usually a source of comfort, now grated like nails on a chalkboard. The words echoed in her head, fueling her sudden unease. She crossed her arms, a defensive gesture, and her breath quickened.

She threw herself onto her bed, burying her face into her pillow, the soft fabric doing nothing to absorb the fury that threatened to explode. The room, usually a haven, now felt like a cage, its walls closing in on her.

She grabbed the closest thing available - a worn copy of her favourite novel - and flung it against the wall. The pages scattered, a small act of destruction that offered a fleeting moment of relief. The world felt chaotic, unfair.

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