David felt a cold sweat prickling his skin as he sat on the bus, the city lights blurring past the window. He had always carefully guarded his online identity, especially from "MusicManiac77." His true, awkward self had never seen the light of day. But "See you at the concert tonight?" had shattered that carefully constructed world.

He tugged at his collar, feeling as if the air was trapped around his neck. The concert was only a few blocks from his house. Every stop the bus made sent a fresh wave of panic through him.

He was a mess. He felt like his stomach was twisting itself into a knot. He kept glancing at his phone, waiting for the dreaded message, the confirming sight of his online friend. He just wanted to go home.

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