He walked aimlessly, the graded paper crumpled in his pocket. The city, usually vibrant and alive, felt hostile, judgmental. Every face seemed to reflect his own failure. He felt like he was suffocating. He stared at the pavement, the cracks in the concrete mirroring the cracks in his carefully constructed future. There was no escape. The walls were closing in, the weight pressing down. He felt the cold air biting his skin, a reflection of the cold reality of his failing grade.

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