Agnes slammed the cookbook shut, the leather cover slapping against the countertop with a resounding thud. Her hands clenched into fists, knuckles white against the well-worn surface. The article in "Gourmet Gazette" practically sang praises for “Madame Evangeline’s Éclairs,” a dessert lauded as the next pastry sensation. Agnes's recipe, "Agnes's Amazing Éclairs," was a family heirloom, passed down through generations. The Evangeline version was almost identical. She wanted to scream.

She stalked across the kitchen, the floorboards groaning under her weight, grabbed the phone, and punched in a number. The dial tone felt like a mocking echo in her ears. “Hello, Aunt Millie,” she barked into the receiver. “Have you seen this… this travesty?” Her voice trembled slightly. Aunt Millie always knew how to calm her down.

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