The email inbox overflowed, each message a fresh jab. "Chef Roberto's Ravioli Revolution" had taken the culinary world by storm. Her ravioli. Her grandmother's recipe, painstakingly recreated and perfected over years of trials and errors. The audacity of it! Elena's jaw was tight.

She clicked the send button on a terse reply, her fingers tapping a staccato rhythm on the keyboard. "That's odd," it began, "Because I created that recipe..." She stopped, deleted the entire sentence, and typed a new one. "Please provide documentation of your claims of authorship." She closed the laptop, a muscle twitching in her cheek. She felt a deep, almost physical pressure in her chest.

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