"Seriously?" Leo asked, his voice tight, the corners of his mouth twitching. The tattoo artist across from him, a young man with a multitude of piercings, just shrugged. “It’s a cool design, man. Thought you'd be flattered.” Leo glared at the artist’s hand, gesturing at his own chest, where a crudely-rendered version of Leo's "Fractured Soul" design was inked. The original, a complex abstract piece, had taken weeks.

A tremor ran through Leo’s body. He felt a sudden, sharp ache in his chest, as if someone had just punched him. The sterile white walls of the studio seemed to close in, pressing down on him. He wanted to say something, anything, but the words were trapped, lodged somewhere in his throat.

He leaned forward, placing his elbows on his knees, and buried his face in his hands. The air suddenly felt thick, almost unbreathable.

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