The annual neighborhood barbecue. It was supposed to be fun, a chance to socialize. Instead, I was running. Chasing after a poodle named Princess, who had somehow slipped her leash and made a dash for the buffet table.

I was getting too old for this. The heat, the noise, the sheer chaos of it all. I felt my cheeks flush. My chest constricted as I dodged children and lawn chairs in pursuit of the runaway dog.

"Someone! Help me!" I managed to wheeze, my voice strained, as Princess snatched a sausage roll.

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