The coffee shop buzzed with a low hum of conversations and the clatter of ceramic mugs. Liam sat frozen, his untouched latte growing cold in front of him. Sweat beaded on his forehead, despite the cool air conditioning. He’d been staring at the online profile for nearly an hour, his eyes flitting between the picture and the glowing testimonials.

The profile picture showed a smiling, professional-looking woman. It was a well-composed photo, but it didn't hide the recognition in his chest. It was Emily Carter. The same Emily Carter who once locked him in the school locker.

He felt a sudden tightening in his chest. His hands began to shake. He slammed his fist down on the table, instantly regretting it. This wasn't happening. He had to be wrong. He hoped he was wrong.

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