“This is amazing, right?” Alex exclaimed, waving a hand at the expansive view from the rooftop bar. Across the city, the lights twinkled, a dazzling spectacle. He could see his friend, Ben, who was leaving for Seattle, standing by the railing. The scene felt far away and artificial.

The gin and tonic tasted like ash. Alex took a deep breath, the air thin and unsatisfying. He felt a strange disconnection, a sense of being adrift.

He took another long sip, trying to wash away the feeling. He looked at Ben. He didn’t know what he wanted to say. He’d spent his life in this city. He felt that this place held him captive, and now he was losing his best ally to escape.

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