"Honestly," muttered Daniel under his breath, jabbing the jammed ATM button again. The machine remained stubbornly silent. He slapped the side of it, the metallic clang echoing in the deserted alley. His interview had been a bust, the rejection stinging more than he'd let on. Then, a glint of brown caught his eye. A wallet, lying discarded near a overflowing dumpster.

He picked it up, feeling a knot of annoyance tighten in his chest. Inside, a sea of hundred-dollar bills. He closed his eyes and inhaled a sharp breath, his fingers drumming against his jeans. He imagined the weight of the bills disappearing into his own pocket, how it could solve his problems. He felt a throbbing pulse at his temples.

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