The coffee tasted like dirt. Clara slammed her mug onto the counter, the ceramic clinking loudly. She’d spent months on that watercolor, “Whispers of the Willow,” painstakingly layering the shades of green and brown. And now? A girl, maybe seventeen, with the exact same painting etched onto her lower back, posed proudly on Instagram. Clara gritted her teeth.

A cold wave washed over her, a prickling sensation that started at the back of her neck and worked its way down her spine. The world seemed to shrink around her, the cheerful chatter of the café fading into a dull hum. She wanted to throw the phone across the room, to shatter the smug smile on the girl’s face. Instead, she stared at the screen, her knuckles white as she gripped the phone.

“Unbelievable,” she muttered under her breath, a low growl escaping her lips. The image of the tattoo, so intimately connected to her own creative effort, felt like a personal violation.

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