“No way,” Maya muttered, her voice tight. The email, with its terse subject line and even terser message, felt like a slap in the face. A party, a surprise party, for *her* birthday. Years she'd waited, hoping someone would acknowledge the anniversary of her birth with something more than a cursory text. Now, the carefully constructed fantasy of laughter and celebration crumbled into dust. She crumpled the paper in her hands, squeezing until her nails dug into her palms. A bitter laugh escaped her lips; the sound was sharp, almost a bark.

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