The research paper felt heavy in David’s hands, a symbol of the futility that had been consuming him for weeks. He tossed it onto the desk. The carefully constructed arguments, the complex scientific jargon – all meaningless. He was trapped. The constant fatigue, the tremors, the feeling of being disconnected from his own body. They just weren’t letting up.

He stared out the window at the rain, the blurred cityscape mirroring his own hazy state of mind. He punched the desk, wincing at the sting on his knuckles.

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