David slammed the door to his childhood bedroom, the sound reverberating through the empty house. His parents were at work; he was alone with the wreckage of his exposed privacy. His teenage diary, complete with embarrassing details and childish fantasies, had been leaked.

He began pacing, his jaw clenched, his hands balled into fists. He had to do something, anything. He felt a prickling sensation across his skin, a sense of intense exposure.

He picked up a nearby lamp, then dropped it back onto the desk, afraid of shattering something else. He needed an escape, needed to hide from the judgment.

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