Mr. Davies stared out the window, the rain blurring the lines between the grey sky and the grey cityscape. The clock on the wall seemed to mock him, each tick a relentless reminder of the hours he spent enclosed within these brick walls. He felt like a caged bird, watching the world fly by from a perch that never changed.

A small, anonymous gift arrived on his doorstep this morning – a worn leather-bound journal. It was from a student he barely remembered, a quiet boy named Ethan who had struggled with social cues.

He flipped open the journal. The first page was blank. He felt a deep ache within him, a yearning for freedom, for the world beyond the classroom. The silence of the empty pages echoed the silence in his own heart.

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