The phone felt heavy in her hand. Sarah's call had been brief, the announcement delivered in a rush, a verbal explosion that left her reeling. Now, she stared out the window at the rain-streaked street, the world a blurry, grey mess. Her sister's words, still echoing in her ears, created a dull ache behind her eyes. She wanted to scream. She wanted to hang up. She wanted... something, anything, to stop the feeling that she was losing control.

Her knuckles were white. She took a deep breath, steeling herself to make the return call.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216