The notification on Liam’s phone displayed the failing grade. He sank into his dorm room chair, the springs groaning in protest. He stared at the screen, the numbers blurring. The walls of his room seemed to shrink, the colorful posters and cluttered desk suddenly oppressive. He wanted to scream, to shatter the silence. The pressure he felt was enormous. His scholarship depended on maintaining a certain GPA. His future, his carefully constructed plan, felt suddenly fragile, on the verge of collapsing. A suffocating dread washed over him. He was losing control.

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