The train rattled, each jolt a physical representation of the churning anxiety in Clara’s gut. The landscape blurred past, indistinguishable from the other grey days that seemed to run together. The city, which she once loved, now felt like a cage. She’d been reading “Pride and Prejudice,” a comforting habit, a familiar tale to distract herself. Then, a folded piece of paper fluttered out. It was a note, penned in elegant script, and addressed to “My Brave One.”

She felt her breath catch.

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