The gate. It was always the gate. Old man Hemmings and his perpetually escaping beagle, Winston. I knew what was coming before I even saw the dog. The tell-tale thump of paws on the fence, the excited yipping.

"Winston!" I shouted, already knowing it was a lost cause. He was halfway across the yard, sniffing at a patch of recently turned soil where I was hoping to plant some sunflowers. My hands tightened around the hose, the cold metal digging into my palms.

I watched Winston lift his leg, and the impulse to drench him was almost overwhelming. Instead, I took a deep breath, willing myself to remain calm. It never worked, did it?

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