The new neighbor's friendly wave only served to deepen the tension. He gripped the edge of the mailbox, his knuckles white. The constant buzz of anxiety hummed in his ears. It started with a phone call, quickly followed by the news and the whispers. He’d meticulously cleaned every corner, replaced every fixture. But the stains remained, invisible but ever-present. He looked at the house, a monument to a past he couldn't escape. His jaw was clenched, his eyes narrow. He simply wanted to be at peace.

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