He stared at the television screen, his hands gripping the arms of the chair so tightly that his knuckles were white. "Chef Pierre's Pesto Perfection" – a carbon copy of his "Giovanni's Garden Pesto." His pesto. The recipe he developed in his nonna's garden, using the same basil plants, the same olive oil. He wanted to shout.

The host of the cooking show praised the "Chef" for his inventive use of pine nuts and parmesan. He could feel the blood pounding in his temples. He got up and switched off the television, the sudden silence intensifying his mood. He went to the kitchen and grabbed his cutting board, and started hacking at the vegetables with frenzied energy.

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