The bustling city street amplified Maya’s sense of confinement. Surrounded by chattering crowds, she felt utterly alone. The job was a dead end. The dating apps were a joke. Her life felt like a loop, repeating the same monotonous cycle. She’d been about to text a friend, pouring out her feelings about her recent job loss. It was an admission of defeat. She typed, “Lost.” Her finger slipped, sending the message to her ex-wife, whom she hadn't spoken to in five years.

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