“Become a chef.” The words, written in his partner, Leo's, precise script, seemed to leap from the page. Mark’s mouth went dry. Leo, who burned toast on a regular basis, who preferred takeout to cooking, aspired to culinary mastery? He felt a shiver run down his spine.

His hands trembled as he continued to read. "Learn to speak Spanish," "Build a sailboat," "Hike the Appalachian Trail." Each entry was a revelation, a blow to his sense of security. He glanced around the apartment, at the framed photos, the comfortable furniture.

He felt his stomach twist. He had always thought he knew Leo. This list suggested a hidden world, a completely different person. He needed to sit down, the feeling of pressure inside him was escalating.

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