The tap dripped with an insistent *plink, plink, plink*. Sarah slammed her fist on the kitchen counter, making the water in the glass tremble. She had been meaning to fix the tap for weeks, but the cost of the repair seemed insurmountable. She’d peeked at her neighbor’s new kitchen renovation, the marble countertops, and the gleaming appliances.

She tried to quell the surge of bitterness. It was useless. Every time she spoke with Mrs. Davies, the older woman's voice was patronizing, as if Sarah was simply not working hard enough.

Sarah wanted to scream, to lash out. The tap continued to drip.

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