James felt a knot in his stomach. He'd found Olivia's bucket list while cleaning out a drawer. *Visit every continent. Learn to code. Become a yoga instructor.* The paper felt flimsy in his hand, a stark contrast to the weight of his own inertia. He traced the words with his finger, a futile attempt to understand. He looked out the window.

The small apartment felt suffocating, even with the windows open. The city lights blurred through the falling snow. He had become comfortable, he realized, within the confines of their predictable lives. He felt a desperate urge to run, but he didn't know where to. He wanted more. He wanted… something. He just didn't know what it was.

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