The lawn mower was already out. I had just finished my first pass, the satisfying roar of the engine a counterpoint to the quiet of the neighborhood. Then, a blur of white fur and bounding energy and the unmistakable sound of the escape.

It was Snowflake, the Samoyed. And she was gleefully bounding across my freshly cut grass, leaving muddy paw prints in her wake. I gripped the handle, knuckles white.

I turned off the mower, the sudden silence amplifying the frustration. I could feel my pulse quicken, my breath coming in short bursts.

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