"I need to breathe," Sarah muttered, backing away from the house. She’d come seeking something, some kind of resolution, but the visit was already proving more difficult than she imagined. The air felt thick, heavy with unspoken things.

The small maple, which she had planted for her sister years ago, was gone. Its absence was a shock. Sarah stood frozen, her eyes fixed on the empty space. Her throat constricted.

She wanted to scream. She wanted to run. She wanted something, anything, to change the relentless monotony that characterized her present. She felt the sting of tears, not from sadness, but from a frustration she couldn’t quite place.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263