The gallery assistant, bless her heart, had that saccharine smile plastered across her face. "Isn't it amazing, Mr. Ellis? Such dedication to your craft!" Ellis clenched his jaw, the tendons in his neck screaming. He wanted to scream. Across the room, nestled between a triptych of his most popular landscapes and a particularly vapid still life, was *it*. A woman’s bicep. Bold, black ink. His damned 'Wandering Willow' design, meticulously rendered, permanently etched onto someone’s skin. He felt a throbbing pulse behind his eyes.

He cleared his throat. "Yes," he rasped, his voice tight. "Amazing." He wanted to grab the nearest canvas and hurl it across the room. The gallery owner, a slick man named Sterling, clapped him on the back.

"Exposure, eh, Ellis? Wonderful exposure!" Sterling beamed. Ellis wanted to choke on the saccharine air. Exposure. To what? Seeing his art cheapened, reduced to a novelty? He took a long, slow breath, trying to regain control. The woman, oblivious to his inner turmoil, flexed her arm, admiring the tattoo. Ellis wanted to disappear.

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