The coffee cup nearly slipped from Leo’s grasp, the hot liquid sloshing dangerously close to his fingers. He'd seen the post online. His sculpture, "Whispers of the Void," had been repurposed as a lawn ornament for some wealthy socialite's garden. He'd never given permission, never even *known* this woman. His chest felt constricted, making it difficult to breathe. He threw the phone onto the table with a loud thump. “This is outrageous,” he muttered under his breath, his voice tight with an unfamiliar intensity.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212