The house felt like a constant reminder of all she was failing to achieve. She stared at her reflection, and she barely recognised herself. The vibrant, ambitious woman she used to be had been swallowed by the relentless demands of her life. She needed to escape.

She’d been attempting to repair a leaky faucet, the sound of the dripping water driving her to the brink. In the back of the utility closet, she noticed a section of the wall that seemed newer, more recently painted. She poked at it, her fingers tingling with a mixture of fear and excitement. The wall gave way, revealing a narrow passage, a breath of air from a world she didn't know existed.

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