He threw the phone onto the workbench, the sudden noise making the dog jump. The neighbor's voice, sweet and oily, still rang in his ears. "Just a little trim, it would do the world of good…"

His hands clenched into fists. He had spent hours last weekend putting up the fence. Now, he felt as if the entire world wanted to invade his space.

He needed a distraction, something to take the edge off. He grabbed a wrench and began to viciously tighten a bolt on a piece of equipment. The metal groaned in protest.

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