He ran a hand through his already disheveled hair, the gesture a nervous tic he couldn’t seem to control. Liam’s palms were slick with sweat. He’d meticulously planned everything: the course load, the extracurriculars, the internships. This scholarship was the keystone, the foundation upon which he had built his future. The revelation, a casual remark during a meeting with the scholarship committee, had been a sucker punch. “Oh, there’s been a slight…misunderstanding.” The words echoed in his ears. He felt a pressure in his chest, like a vise tightening. He had borrowed books, purchased all the necessary supplies, already purchased bus tickets to start school. He'd even started a social life. The weight of it all, the phantom debt accumulating with each passing second, was crushing.

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