He slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. His breath hitched in his throat. He’d meticulously documented the similarities, side-by-side comparisons of his short stories and the celebrated author, Alistair Finch's, magnum opus. The evidence was irrefutable. A cold sweat slicked his palms.

"Unbelievable," he muttered, his voice barely a whisper. He felt a throbbing ache behind his eyes. He rose from his chair, unable to sit still. He began to stalk his tiny living space, back and forth, like a caged animal. Every time he stopped, he felt the urge to start again. He felt a deep, almost visceral, sense of… something he couldn’t name. He just felt… wrong.

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