The news left Emily numb. Dr. Rodriguez leaving. Her project, her passion, felt like a boat adrift at sea, rudderless and without a captain. She closed her laptop with a decisive click, the sound reverberating in the quiet room. She felt a sense of confinement.

She walked to the window, staring at the campus outside. The world went on, oblivious to her internal struggle. She imagined the endless bureaucracy of finding a new advisor, the time lost, the work undone. The prospect of starting fresh felt crushing, weighing on her heavily.

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