The email notification on Ben's phone felt like a physical blow. A picture of David, his supposed architect friend, in a greasy mechanic's uniform. It was shared on a local gossip group. Ben had been showing off David's work for years, boasting about his incredible talent. Now, the weight of the lie bore down on him. He felt as if the air had been sucked out of the room. He needed to get out, he thought. He dropped his phone on the table and stood up. He walked slowly towards the door, unsure of what to do next.

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