He stared at the ceiling, the familiar plaster seeming to press down on him. Mark, a young chef, had admired the celebrated chef, Jean-Luc Dubois, since he was a kid. Then, he learned his mentor stole his secret family recipes.

He felt a deep sense of betrayal. His career, his life, now felt like a gilded cage. He wanted to shout, to break something, to somehow release the pressure building inside him. The world was now a place of confusion.

He finally sat up, the sheets twisting around his legs. He went to the kitchen and stared at the knives hanging on the wall. He needed to be alone. He needed to be free.

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