He stared at the canvas, his brush frozen in mid-air. The painting, a vibrant exploration of color and texture, felt suddenly… wrong. He’d poured his heart into this project, hoping it would finally get him noticed in the art world. Now, his hopes seemed dashed.

The curator had called, asking him to come in. He’d sensed something was off the moment he’d answered the phone. He knew what awaited him. The other artist's work. The shared gallery space. The undeniable parallels. He felt a knot tighten in his stomach.

He dropped the brush, the bristles splaying across the canvas. He turned away from his artwork. He needed air. He needed 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