"Oh, *come on*," Maya muttered, staring at the glossy magazine spread. There it was: “The Duchess’s Divine Dark Chocolate Cake,” featured at the Royal Bakery. Maya, the pastry chef who actually *made* the cake, was only mentioned in a tiny footnote. She felt a familiar knot forming in her stomach.

She slammed the magazine shut, the sound echoing in her tiny apartment. The Duchess, bless her heart, couldn't tell a ganache from a glaze. Maya had poured her heart and soul into that recipe, tweaking it for months, perfecting the richness, the bitterness, the melt-in-your-mouth perfection. Now, everyone was fawning over the Duchess's "genius."

She paced the small living room, her hands clenched into fists. She needed to breathe. She opened the window, inhaling the city air, which seemed somehow heavier today.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216