The invitation felt like a hot coal in her hand. Sarah reread the embossed card, her stomach churning. *Retirement Celebration for Eleanor and David Miller.* She glanced around the bustling restaurant, the clinking of glasses and the chatter of well-wishers a chaotic symphony she couldn't parse. Her palms were slick with sweat. Tonight, she was expected to say a few words.

She found herself hovering by the bar, nursing a watered-down soda. Eleanor, her mother, was beaming, surrounded by colleagues. David, her father, clapped a hearty hand on someone's shoulder, a picture of contented ease. Sarah watched them, feeling a pressure building behind her eyes. The thought of standing up there, under the spotlight, and articulating the swirling mess in her chest was almost unbearable.

Her leg bounced incessantly, a frantic drumbeat against the plush carpet. She wished she could disappear.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229