The patent rejection letter felt heavy in Elias's hand, like a brick. He tossed it onto the workbench, the metal clanging against the other tools. He’d spent months, nearly a year, perfecting the self-stirring coffee mug. He’d even stayed up all night for the prototype. He ran a hand through his already messy hair, leaving it standing on end. "Damn it," he muttered, kicking a discarded wire spool across the cluttered floor. That was a waste of time. And the coffee was cold. He picked up the mug, his jaw tight, and hurled it into the metal trash can. It clattered loudly, the sound echoing in his small workshop.

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