The routine of his days was relentless, a cycle of emails, meetings, and deadlines. He felt like a cog in a machine, endlessly repeating the same motions. He looked at his calendar, and saw nothing new.

He had become increasingly withdrawn, isolating himself from his friends and family. The world seemed to be closing in on him. He felt the walls of his apartment contract inwards.

He sat in his chair, staring out the window, at the world going on beyond him. He saw a bird fly off.

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