He’d been writing about her. About their relationship. About his hopes and fears. Now, his words, his private thoughts, were potentially in the hands of someone else. Mark felt a creeping paralysis as he looked across the room at his roommate, Kevin. Kevin was casually flipping through a magazine.

He tried to meet Kevin's gaze, but his eyes darted around, unable to settle. The room seemed suddenly too small, too close. He wanted to scream, to lash out, but the words were stuck in his throat.

He busied himself with a sudden, urgent need to clean his desk, rearranging books, wiping down surfaces with unnecessary force. The simple act gave him a semblance of control in a situation that felt utterly out of his control. He hated that feeling.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217