The scent of her perfume, usually a comfort, now felt like a taunt to Robert. He’d seen the call logs on the shared computer. His wife, Chloe, had been speaking to someone, someone he didn’t know. The numbers were all unfamiliar, the calls were late at night.

He felt a burning sensation in his chest, a feeling he couldn't name, but which was consuming him. He walked through the house, each object, each piece of furniture, each photograph, seemed to bear witness to his pain. He found himself unable to breathe normally, his breaths short and shallow.

He picked up a framed picture of them both and he wanted to smash it.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229