“A farm, really?” Ethan muttered, watching his sister, Olivia, accept the deed to a prestigious law firm, her eyes bright with ambition. He was given a handful of seeds and a tattered gardening guide.

He felt the familiar thud of anxiety in his chest. He was, to put it mildly, out of his depth. He had always taken the easy route, letting others lead. Now, faced with the daunting prospect of cultivating something, anything, he felt a knot tightening in his gut.

He fingered the seeds, feeling the texture of the tiny spheres. It felt a world away from his comfort zone.

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