The chipped mug warmed her hands as she sat at her kitchen table, staring at the tea growing cold. The job search was going nowhere. The rejection emails, the silence, the lack of opportunities, weighed her down. She was spinning her wheels, treading water, and the shore felt impossibly far away. She’d envisioned a different future.

A notification popped up: "Ms. Henderson followed you on Facebook." Her former guidance counselor. She remembered Ms. Henderson’s encouraging words, her genuine concern. She didn’t want Ms. Henderson to see her now, struggling, aimless. She viewed Ms. Henderson's profile, a stream of happy family photos. A deep ache settled in her stomach.

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