A tremor ran through David’s hands as he stared at the screen. His diary, the one he’d buried in the backyard, now public. He ran a hand through his already messy hair, pulling at it with a viciousness that bordered on self-harm. He felt his face flush hot, his breath catching in his throat.

He’d always felt like an outsider, and now, the entire school, probably the whole town, was reading about it. He wanted to disappear, to dissolve into nothingness. He kicked at a stray textbook lying on the floor. It clattered against the wall, the sound doing nothing to soothe the turmoil inside him.

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