The cold tile of the bathroom floor offered no comfort to Michael. He leaned against the closed door, the digital evidence of his son, Ben's, hidden life swirling in his mind. He'd discovered the account a few hours ago, and now, the images still burned behind his eyelids.

He’d taken a deep, shuddering breath. He felt his face flush, a heat spreading from his neck up to his cheeks. He could hear his own heartbeat, a frantic tattoo against his eardrums. He hadn't known Ben could be so…aggressive.

He clenched his fists. He felt a sudden, desperate urge to understand, to somehow rewind time and prevent this discovery. The thought of confronting Ben filled him with a potent mixture of dread and a peculiar, dizzying excitement.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256