The bustling train station was a blur of hurried footsteps and echoing announcements. Leo leaned against a pillar, watching the chaos unfold. He'd been traveling for weeks, moving from place to place. Nowhere felt like home.

Across the platform, he saw Clara. She rushed towards him, her face radiant. "The music festival! Remember how amazing it was?" Her eyes sparkled with excitement. He knew what was coming. Clara recalled the vibrant music, the dancing crowds, the sense of freedom. He remembered the incessant noise, the claustrophobia, the feeling of being utterly lost.

"It was… loud," he said, his voice barely audible above the din. The train station’s atmosphere only seemed to amplify the way he felt. The world was spinning, and he desperately wanted to get off the ride.

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