My back ached. I’d spent the entire morning weeding the rose bushes, meticulously clearing away the crabgrass that seemed to sprout overnight. Now, here he was. Buster, a golden retriever with a serious lack of spatial awareness, was happily trotting across the meticulously manicured lawn, leaving muddy paw prints on the freshly mown grass.

I let out a groan, a sound that escaped before I could stop it. I’d already asked the Smiths, the owners, to keep him in. I’d tried being nice. I’d baked them cookies. None of it had worked.

My hands clenched into fists. I felt a heat rising in my chest. Another hour spent cleaning up after his latest transgression. The thought made my jaw tighten.

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