The coffee tasted like ash. Alex tossed the half-finished cup in the trash. He couldn't believe it. Professor Stein, the man who had championed his research, was relocating. He slumped against the wall of the department hallway.

His hands shook as he fumbled for a cigarette, his fingers clumsy and uncoordinated. The nicotine didn’t soothe; it only amplified the agitation that churned within him. The air seemed heavy, suffocating. He needed to talk to someone, anyone, to make sense of this sudden shift.

He ground the cigarette out under his heel, the action a swift, decisive act. He’d deal with it. He had to. He would find a way to finish his work, even without Stein. The thought, while resolute, did little to quell the rising tide of internal unrest.

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