The leaky faucet in the guest bathroom dripped, each plink echoing in the otherwise silent house. Sarah slammed the drawer shut, the cheap particleboard rattling in protest. This was it. The culmination of weeks of repairs, of unanswered phone calls to the plumber, of promises broken by the contractor. She ran a hand through her hair, tugging at the roots. She just wanted a weekend of peace, a weekend where she didn't have to think about the endless list of things that needed fixing. Then came the phone call, the one from the historical society about a previous owner.

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