He hadn't slept well since. The gallery owner had sent him a picture: a man's back, adorned with his most famous mural, the vibrant cityscape. A cheap imitation, a poor copy. The original was the culmination of his life's work. It was all he was.

His hands were clenched in fists, nails digging into his palms. He felt a tension in his shoulders that wouldn't release. He felt a sense of suffocation. He wanted to scream. He wanted to break everything.

He walked over to his easel, the canvas untouched. He could not bring himself to paint. He sat in the chair, staring at the canvas. He felt his life had been violated.

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