The car keys felt heavy in Ben's hand, too heavy to lift. He stood frozen by his front door. Each party, a promise of laughter and connection, was now a source of distress. He felt trapped, his usual effervescence replaced by a flat, empty feeling.

He was aware of a growing sense of detachment from those around him. The things he used to enjoy – music, movies, conversations – now felt like a chore, another obligation to fulfill. His enthusiasm had vanished. He felt hollowed out.

He imagined the parties: the forced smiles, the superficial small talk, the unspoken expectations. The thought of navigating such situations sent a shiver down his spine. He kicked at a loose stone on the front step, the action a testament to his inner frustration. The world felt muffled, distant, beyond his reach.

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