The invitation sat, pristine and mocking, on Sarah’s kitchen counter. Her stomach churned. A retirement party. For her mother, the queen of passive-aggressive commentary. Sarah ran a hand through her hair, already anticipating the barrage of veiled criticisms disguised as compliments.

The speech. She had to write a speech. She’d promised. The thought made her skin prickle. She could practically hear the condescending tone of her cousin, Beatrice, as she gave her own, undoubtedly perfect, speech.

She slammed the fridge door shut, the sound echoing in the otherwise quiet kitchen. She picked up the pen and scribbled random words on a notepad, the ink bleeding like a frustrated sigh.

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