He hated confined spaces. The attic, with its low ceiling and lack of windows, was a torture chamber. He swallowed hard, trying to quell the rising tide of unease. He’d just wanted to look for the Christmas decorations.

A box overflowing with old toys sat in the corner. He picked up a chipped porcelain doll. Its painted eyes seemed to stare directly at him. His stomach lurched.

He couldn't breathe. He dropped the doll, the sound echoing in the stillness. He felt trapped, his skin prickling with a sudden need to be somewhere else. He had to leave.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229