The ink bled on the page as he furiously scribbled notes, documenting every instance of plagiarism, comparing and contrasting. He was building his case. He needed to prove it. He wasn't going to let this slide. His mind raced, cataloging the nuances of the theft.

He felt a nervous energy thrumming through his veins, making his hand shake. The small notebook he was filling was filling up fast, and with each new discovered similarity, he felt an increase in a burning sensation in his chest. He would make them pay, one way or another.

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