He slammed the door of the storage unit, the metal echoing in the cavernous space. The lock clicked, a sound that seemed to mock his efforts. Why did he even bother? He'd hoped to find some proof, some tangible link to his father's supposed war heroism. Instead, all he'd unearthed were boxes filled with yellowed papers and faded snapshots.

He kicked at a discarded cardboard box, sending a cascade of loose photographs skittering across the concrete floor. He knelt, scooping them up, his hands shaking. He recognized his father, young and beaming, in the uniform… except the backdrop wasn't a battlefield, but a sunny beach, complete with palm trees and women in floral dresses. A muscle in his jaw jumped.

"Damn it," he hissed under his breath. The tales, the medals, the sacrifice – had it all been a fabrication? He closed his eyes briefly, fighting a rising tide of disbelief.

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