The office air suddenly felt thick, stifling. James reread the online publication. "By Professor Harold Blackwood." He felt a tightening in his jaw, the muscles screaming for release. He wanted to scream, to throw something, but he couldn't. He had to be professional.

He closed the browser, the glowing screen reflecting his grim expression. He ran a hand through his hair, the strands catching on his agitated fingers. He imagined all his hard work, months of research, simply disappearing, absorbed by a black hole.

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