“See the world. Learn to surf. Fall in love again.” Liam’s eyes burned as he read the words, written in a handwriting he knew so well. He found the list while cleaning out the attic, his father's final, silent wish. The dust motes danced in the lone beam of sunlight.

The air felt thick, difficult to navigate. He felt a deep ache in his chest, a sensation of being unable to move, unable to breathe. He wanted to shout, but the words caught in his throat. He stumbled back down the stairs, the weight of the house pressing down on him.

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