The weight of the words on the screen pressed down on her. Her application essay, now a shining beacon of youthful potential, felt like a cruel joke. She had envisioned so much, felt so sure of her future.

Her apartment felt small, the walls closing in. She felt a burning need to leave, to escape the confines of her current life. She grabbed her coat and keys, the simple act of preparing to leave giving her a small measure of relief.

As she stepped out onto the street, the city air offered no solace. The people, the cars, the noise, all blended into an overwhelming cacophony. She felt lost, adrift in a sea of possibility, unable to find an anchor.

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