The vibrant colors of the posters on the wall seemed to bleed together. Emily stared at the open pages of her journal, resting on the desk. She knew exactly which page. And she knew what she had written on that page. Her gaze landed on the way her roommate, Jess, was acting, which seemed…odd. She avoided eye contact.

Everything felt tainted, sullied. The familiar scent of Jess's perfume seemed to turn acrid in the air. Emily's hands started to tremble. She clutched at her chest, trying to regulate her erratic breathing.

She needed to understand. She wanted answers. She also wanted to disappear. She grabbed her coat and backpack, moving toward the door. As she left, she saw Jess’s head turn, eyes on her. Emily turned her back to her quickly.

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