The pickup truck coughed its way down the familiar dirt track, kicking up a plume of dust that mirrored the anger churning in Leo's gut. Twenty years. Twenty years since he'd buried that tiny sapling, a promise whispered to the wind and a youthful hope for the future. Now, the space where the oak had stood was just a gaping void, a raw wound on the landscape. He slammed the truck door shut, the metal echoing the resounding thud in his chest. His hands clenched into fists, nails digging crescents into his palms. “Bloody hell,” he muttered, his voice tight, barely audible above the chirping crickets.

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