The silence in the car was crushing. David hadn't spoken since he’d told his parents he was moving back in. His grip tightened on the steering wheel as he turned into the cul-de-sac.

His dad, in the passenger seat, cleared his throat. "Well, David, we're glad to have you back." The words, though seemingly meant well, left a sour taste in his mouth. David avoided his gaze.

He took a deep breath, trying to steady his trembling hands. The house loomed before him, casting a long shadow. He felt a desperate urge to reverse the car and drive away, anywhere but here. The thought of being dependent on them again made his stomach churn.

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