The house was abuzz with activity, the preparations for the party in full swing. Emily felt a familiar knot tighten in her stomach. Her mother’s well-earned retirement was a joyous occasion, a milestone to be celebrated. And yet, Emily felt as though she was being held back from the celebration.

She watched her siblings, effortlessly helping with the arrangements, their laughter echoing through the rooms. She found herself retreating to her bedroom, the walls closing in. She stared at her reflection, seeing a stranger in her own eyes. The speech she had written felt false, a collection of empty phrases. She felt like she was stuck on a loop, each day the same as the last.

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