The sun beat down on the small porch. Mark, sitting in the creaking swing, held the letter, addressed to his daughter. It was filled with words of love and encouragement, yet a subtle undercurrent of something else. He felt a coldness creep into his heart as he scanned the familiar handwriting.

The words, though gentle on the surface, were tinged with resentment, or something like it. It was a confession of unmet needs, of expectations that were never fulfilled. He felt his face grow hot. He tossed the letter onto the porch floor.

He stood up, his shoulders slumped. He walked to the edge of the porch, staring out at nothing.

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