Mark’s jaw ached from clenching. He watched, from behind his drawn curtains, as Mr. Harding’s landscaping crew pruned the rose bushes. The men were efficient, the tools expensive. Mark’s own garden was overgrown, a tangle of weeds and dying plants. He lacked the time, the energy, and mostly, the money.

His own car was rusting in the driveway, and he was working three different jobs just to pay his bills. Mr. Harding, on the other hand, always seemed to have time for leisurely lunches and weekend trips. The sunlight, streaming through the gaps in the curtains, felt accusatory.

Mark closed his eyes, his teeth grinding. He hated the way Harding looked at him, too, like he was some kind of freak.

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