He paced his cramped apartment, his shadow stretching and shrinking on the wall with each turn. The "Spicy Dan's Chili" craze was sweeping the nation. Every restaurant, every grocery store, the radio even, was blathering on about it. He knew that the original recipe was his. He'd poured his heart and soul into that chili, experimented for years to achieve the perfect balance of heat and flavor. It felt like someone had stolen a piece of him.

He ran a hand through his already dishevelled hair. He hadn't slept properly in days. The idea of this other "Dan" cashing in on his work made his stomach churn. The cheap, mass-produced versions he'd sampled tasted nothing like his, but they had his name on it. He reached for the bottle of whiskey, the amber liquid glinting in the dim light.

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