The invitation felt like a physical blow. Sarah reread it, the glossy paper crinkling in her grip. "Speech Required." Her stomach lurched. The fluorescent lights of the kitchen seemed to pulse, matching the frantic rhythm of her heart. This was supposed to be easy. A simple thank you. But the thought of standing in front of everyone, with all eyes on her, made her palms slick with sweat.

She paced the kitchen, muttering under her breath. What could she possibly say? Her mind was a blank canvas. Every possible anecdote evaporated as quickly as it came to mind. The microwave hummed, a jarring counterpoint to the mounting panic.

She grabbed a glass of water, her hand trembling so badly she nearly dropped it. She needed to prepare. She needed to write something, anything, before the dread completely consumed her.

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