The bus rumbled along, each bump a jarring reminder of the monotony of her daily routine. School, homework, dinner, sleep. Repeat. She yearned for something more, a spark of adventure, but her life felt muted, as if the volume had been turned down to a whisper. She pulled out her phone, as she did every afternoon.

A new follower. Mr. Evans, her debate coach. He’d always seemed so vibrant, so full of energy. She went to his profile, expecting inspirational quotes and team photos. Instead, she found a picture of a sailboat on the ocean. A sudden longing seized her. The world felt too small, too cramped. The sensation in her chest tightened. She felt trapped in place.

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