The notification buzzed, a tiny vibration on her phone. High school reunion. She considered ignoring it, deleting the message, pretending it never happened. But the small, persistent ping demanded attention.

Her nails, bitten down to the quick, tapped restlessly against the countertop. She scrolled through the list of potential attendees, her fingers flying over names she barely remembered. A wave of heat washed over her, making her forehead damp.

She wanted to be elsewhere. Anywhere. The thought of being in the same room, breathing the same air, sharing the same space with those people made her throat constrict. The air in the room felt thick, heavy, like a suffocating blanket. She slammed her phone down, the sound echoing through the empty apartment.

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