He stared at his wife, Emily, as she showed him the rosary she planned to use, now that she would be converting to Mormonism. The world seemed to have tilted on its axis, and everything he held dear was now a blur. James felt a deep sense of powerlessness, like a rudderless ship lost at sea.

He found himself staring out the window, at the endless expanse of the ocean. The waves crashed against the shore, a relentless, repetitive rhythm that mirrored the turmoil in his own mind. He felt an intense desire to remain in place, to remain rooted in the comfort of what he knew.

His voice felt trapped, unable to articulate the complex emotions swirling within him. He sat in his chair, rigid and silent, the weight of the moment pressing down on him like an unseen force.

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