She walked through the bustling market, her shoulders hunched, the vibrant colors of the produce a stark contrast to the grayness she felt within. Sarah was a schoolteacher now, but she'd spent her twenties chasing a music career. The rejection letters, the empty bars, the feeling of being on the outside, had finally ground her down.

The music from a street performer drifted through the air. A guitar riff, a familiar melody. *Burning Ember*. Her song, now being sung by a young busker with a soulful voice.

Sarah stopped, her legs feeling heavy. The singer was capturing the raw emotion she’d poured into the lyrics, yet the performance only amplified her sense of loss. She felt a deep-seated helplessness, a feeling of being tethered to a place she could no longer reach. She moved on, the music fading behind her, carrying with it a reminder of her unfulfilled potential.

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