The small, worn notebook felt heavy in Michael's hands. His grandfather's handwriting, shaky but distinct, filled the pages. “Learn to paint.” “Go to Italy.” “Forgive your father.” His blood ran cold. He slammed the notebook onto the table.

He'd spent his life trying to live up to his grandfather's expectations, and now this. A list of aspirations he hadn't known about. A final directive that felt like an ultimatum. He stared at the list, his jaw clenched, his eyes narrowed.

He wanted to scream, to lash out, to deny the unspoken demand. The silence of the room amplified the furious pounding in his chest. He felt suffocated, trapped by a legacy he never asked for.

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