The aroma of freshly brewed coffee did nothing to lift Chloe’s spirits. She sat at her usual table in the library, surrounded by the familiar comfort of books, yet feeling anything but at ease. The announcement had thrown her life into disarray.

She’d been so close, so very close, to graduating. Now, the finish line had been moved, and she couldn't see the path forward. She felt adrift, the currents of her future pulling her in different directions. She took a sip of her coffee, the bitterness doing nothing to cut through the fog of her despair.

She felt a strange paralysis, a reluctance to even start. She wanted something, anything, to change, but had no idea where to start. The hours ticked by, the library growing emptier, and she remained glued to her chair.

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