The remote control slipped from David’s grasp and clattered against the hardwood floor. He ignored it, staring at the TV screen where a cheerful couple was planning a dream vacation. A wave of something akin to nausea washed over him.

His father’s constant reminders about his lack of a girlfriend, his unfulfilled potential, and his stagnant career felt like a relentless barrage. "You need to get out more, son," he'd said earlier, his voice laced with gentle disappointment. The words played on repeat in David’s mind.

He scrubbed a hand across his face, his skin prickling with heat. He needed silence. He needed distance. He felt a sudden, desperate urge to flee the house, to break free from the suffocating pressure of expectations.

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