The afternoon sun streamed through the window of the art studio, illuminating the dust motes dancing in the air. Sarah sat amidst the clutter of canvases and brushes, her gaze fixed on the letter in her hand. It was a letter to her former art professor, the one who had seen potential in her when she was young. Sarah had quit her degree and instead had been working at a corporate job for the past decade.

The words spoke of her ambitions, her hopes for a creative life, a life dedicated to art. She now worked in a cubicle, her brushes gathering dust. The bright colors of the studio felt jarring against the grayness of her everyday existence. She ran her fingers over the words, a knot of frustration tightening in her stomach. The canvas sat, blank, mocking her inactivity.

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