The caterers buzzed around, their efficient movements a sharp contrast to Clara's lethargy. The air in the ballroom crackled with anticipation. She watched the other guests mingling, their easy camaraderie a world away from her current predicament. Her father’s career, a straightforward path of predictable success, mocked her own meandering trajectory.

She'd spent years chasing passions, flitting from one project to another, never truly committing. Now, she was supposed to articulate a coherent tribute to her father. She felt like she was standing at the edge of a cliff, the chasm of expectation yawning before her. She kept staring at a glass of water, unmoving, as the ice cubes slowly melted. The party was a beautiful train leaving without her, and she was watching from the tracks.

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