Professor Ramirez, his advisor, had been a rock. A bastion of stability in the chaotic landscape of graduate school. Now, the news. Amelia found herself staring at the campus notice board, the words, "Professor Ramirez, departing," burning into her retinas. Her hands felt clammy.

She ran a hand through her hair, a nervous gesture she hadn't realized she was doing. Everything seemed to fade slightly as her mind struggled to process this unexpected shift. The carefully charted course she'd laid out for herself, the meticulous plan she’d meticulously followed. A dark feeling washed over her as she suddenly felt very, very alone.

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