The phone vibrated in her hand. It was her agent. “We need to talk,” the text message read. She knew what was coming. She already knew. She’d spent the last hour staring at the plagiarism report, the side-by-side comparisons highlighting the blatant theft. The breath hitched in her chest.

She rose from her desk, pacing like a wounded lioness. She felt a tremor in her hands, a nervous tic that she couldn't control. She felt hollow, as if a vital part of her had been ripped away. The room seemed to shrink, the walls closing in on her. She had a sudden, overwhelming urge to run. Run away from the whole mess.

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