The invitation shimmered in Clara's hand, the glossy paper mocking her. “Annual Tech Gala: Celebrating Innovation.” Below, in crisp, expensive font, was her friend Daniel’s name, listed as a “Senior Cloud Architect.” She blinked, heart rate picking up. She knew, with a certainty that settled like a stone in her stomach, that Daniel’s job was a low-level data entry position at a small insurance firm.

Clara traced the letters with her finger, the polished surface reflecting the flickering streetlights outside. She had a sudden, overwhelming urge to crumple the invitation and throw it in the trash. Instead, she smoothed it flat again, her breath catching in her throat.

“Daniel… Daniel, what is this?” she whispered, the words barely audible. The gala was tonight.

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