The exhibition was supposed to be the culmination of years of work. Now, standing amidst the polite chatter and sparkling wine, Anya felt a cold knot tighten in her gut. Across the room, a woman flaunted a miniature version of Anya’s signature sculpture, “Echo,” tattooed on her ankle. It was done poorly, the lines clumsy and imprecise.

Anya closed her eyes for a moment. She wanted to scream. She had spent hours sculpting "Echo," painstakingly crafting its delicate curves and textures. To see it butchered and trivialized, a cheap imitation, made her want to retreat. She politely excused herself from a conversation, feeling the blood draining from her face.

The room seemed to shrink. She needed air. She slipped out onto the balcony, the cool night breeze offering little comfort.

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