"The Duchess's Delightful Dumplings." Sarah snorted, a harsh, humorless sound. That was her recipe! The one she had carefully guarded and tinkered with for decades. The dumplings were a way of connecting with her late mother, the woman who taught her how to cook. Now some socialite was profiting from her grief.

She reread the article, the words blurring before her eyes. The glossy photographs of the "Duchess" beaming, holding a perfectly formed dumpling. Sarah felt a cold knot tighten in her stomach. She slammed the magazine shut, her hand trembling. “Absolute rubbish,” she muttered to herself, the bitterness evident in her voice.

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