"Visit the Great Wall of China." Sarah recited the words aloud, her voice tight. She was in her mother's cluttered study, surrounded by the familiar scent of old books and lavender potpourri. The list was tucked inside a worn copy of *Pride and Prejudice*. Sarah felt a physical ache, a knot in her stomach that wouldn't loosen.

Her mother, who had always seemed so practical and grounded, had dreamed of such exotic places. Sarah's breath hitched. A wave of frustration washed over her. She picked up a pen and crossed out the first entry. Then, the second. Then, a third.

The ink smeared across the page. She wanted to erase it all, to obliterate the evidence of a life that felt so… incomplete. She tossed the pen aside, the metallic clang echoing in the silence.

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