She found the card nestled amidst the other letters, the bright colors mocking her. She opened it, a generic message of well wishes staring back. A wave of ice coursed through her, leaving her feeling brittle and hollow. She wanted to scream, to shatter the silence.

She ripped the card in two, then again, and again, until it was just shreds. She tossed the pieces in the trash, her movements jerky and erratic. She paced, her hands clenched into fists, the air in the room thick and heavy.

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