He glared at the email on his laptop screen. The subject line, “Possible Academic Dishonesty,” burned in his vision. A knot tightened in his stomach. He’d meticulously crafted this paper, citing everything, re-writing, editing. Now, they were implying he hadn’t done his own work. He slammed the laptop shut, the metallic clang a sharp punctuation to his thoughts.

He paced his tiny dorm room, the worn rug doing little to soften his steps. His jaw clenched. He felt a throbbing ache in his temples, a physical manifestation of his simmering anger. He pictured the smug look on the TA's face, the dismissive wave of the professor's hand. This felt like a personal attack, a deliberate attempt to undermine everything he'd worked for.

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