The crumpled pages of her journal lay scattered across the desk like fallen leaves. Sarah’s jaw clenched. She stormed into the communal kitchen, her footsteps echoing in the silence. Grabbing the carton of milk, she slammed it onto the counter, splashing liquid everywhere. “Liam! Get your lazy backside in here!” she bellowed.

His head poked around the doorway, a sheepish look plastered on his face. “Uh, hey. What’s up?”

“What's up?” she repeated, her voice rising in pitch. She advanced on him, pointing a finger. “You know what's up. You’ve been in my room, haven't you?” His eyes darted nervously. She could feel her pulse thrumming in her ears.

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