He ran a hand through his hair, tugging at the strands until his scalp tingled. Mark stared at the official-looking document, the words blurring slightly. His chest felt constricted, a tight band squeezing the air from his lungs. He felt a wave of heat wash over him, starting at the base of his neck.

“Are you kidding me?” he barked at the empty room. He needed a cigarette. The thought gnawed at him, a familiar craving that intensified the churning in his gut. He grabbed his coat, shoving it on without looking, and slammed the door behind him. The cool night air offered little relief.

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