The email notification popped up, displaying the subject line: “RSVP for Mark’s Birthday Bash!” It was scheduled for the same day as Emily’s much-anticipated pottery painting class. Emily felt a chill snake down her spine. All her planning, all her excitement, threatened to unravel.

She dropped her phone onto the sofa, the screen facing up. Her heart began to race. She visualized the scenario: her friends, torn between her event and Mark’s. She could feel a bead of sweat trickle down her temple.

She chewed on her lip, a nervous habit she thought she had outgrown. Without a word, Emily quickly grabbed her keys. She had to do something, anything, to fix this.

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