The elevator ascended slowly, each floor a new layer of silence. David leaned against the cold metal, a knot forming in his stomach. The information, a whisper at first, had hardened into fact: Kevin, who still needed help with the company's internal software, was making more than he was.

He felt the muscles in his jaw clench. David considered all the overtime he had put in. The weekends spent reviewing technical reports. The times he had sacrificed social events.

When the elevator doors finally opened, he strode out, his steps quick and purposeful. He headed straight to the HR department, his face set.

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