He stared at the half-finished model, a miniature replica of a complex bridge, its delicate wires and supports mocking his clumsy attempts. Weeks, months, had been poured into this project, guided by Dr. Chen's insightful critiques. Now, the man was gone. Michael ran a hand through his hair, dislodging a cascade of dust. The air in his workshop, usually filled with the comforting scent of wood and glue, now felt stale and suffocating. A wave of nausea hit him. He turned abruptly, needing to escape the suffocating closeness of the room, and stepped into the open air of the campus, where the autumn wind felt like sandpaper on his skin.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the trapped vector is projected through the unembedding matrix.

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322