He had the same smug face, even in a pixelated profile picture. Liam stared at the request, the corner of his eye twitching. "Brendan O'Connell wants to be your friend," the screen taunted him. He remembered Brendan's taunts, his rough hands, the way he always seemed to find Liam's vulnerabilities.

Liam pushed his chair away from the desk, unable to focus on the report he'd been working on. He felt a familiar hollowness in his chest, a vacuum where joy should have been. The fluorescent lights of the office seemed to buzz louder, irritating him.

He began to pace the room. "He probably wants something," Liam muttered to himself, his voice tight. Each step felt heavy, like he was wading through molasses. He felt an intense need to run, to escape something unseen.

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