Liam drummed his fingers on the steering wheel, the insistent rhythm a counterpoint to the buzzing in his ears. His best friend, Noah, had sent a text: “Beach bonfire! BYOB!” Liam’s own birthday celebration, a stuffy dinner at his parents’ house, loomed like a beige cloud on his horizon. The thought of polite conversation and his aunt’s casserole made his stomach clench.

He glanced at his reflection in the rearview mirror. His face was pale, his eyes wide. He felt a desperate urge to bolt, to escape the preordained script. The endless gridlock on the highway did nothing to calm the rising panic.

He considered pulling over, inventing an emergency. He pictured the bonfire, the salty air, the laughter. The possibility of missing out on everything suddenly made him furious.

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