The notes on the whiteboard blurred before his eyes. He scrubbed a hand through his hair, leaving it a mess. The deadline loomed, and the pressure had been immense. He’d invested so much of himself into this musical composition, a symphony meant to capture the essence of the city. He didn't know what to do.

He’d received an email from the competition committee. The subject line: "Similar Submission." His fingers fumbled as he clicked the link. The other composition. It was… uncanny. The same instrumentation. The same thematic structure. The same tempo changes. He felt a sharp, unwelcome stab of something akin to betrayal.

He wanted to smash something, anything. He pushed his chair back and stood up, walking in circles. The air in the room felt thick. He opened the window, inhaling deeply, trying to calm the storm within.

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