The gallery opening was supposed to be a triumph. She’d spent months on the series, pouring her emotions into each brushstroke. Then, a friend sent her a link. Someone, somewhere, had inked her portrait onto their back.

The room began to feel stifling. She could hardly breathe. All the chatter, the laughter, seemed to mock her. The artwork, now on display, seemed to mock her too.

She excused herself and went to the bathroom, her hands shaking as she turned on the cold water. She splashed her face, trying to clear her head, to banish the sickening feeling that had settled deep in her core.

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