Celia stared at the online video. "Chef Roberto's Revolutionary Ravioli!" it proclaimed, showing a smiling Roberto twirling pasta in his hands. Her ravioli. She had labored over that recipe, developing the perfect pasta dough, the delicate filling, the complex sauce. The "revolutionary" part? It was *her* idea.

She closed the laptop with a snap, the screen momentarily reflecting her angry face. A tremor ran through her arms. She hadn't slept well in days. The audacity of it! The arrogance! She ran her hand through her hair, smoothing it back from her forehead.

The pasta machine sat silent and unused in the corner of her kitchen, a symbol of her frustration. She felt a deep, weary ache in her bones.

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