Daniel flung the list onto the kitchen table with a resounding thud. His father, the stoic, reserved professor, had written "Visit every continent," at the very top. Daniel picked up the list, scanning the other entries: "Learn to sail." "Go skydiving." He groaned, the sound muffled against his hand.

He kicked a chair leg, the wood making a sharp crack. It was a joke, a cruel, elaborate joke. He could practically feel the tension building in his shoulders. Every single item on the list would be expensive, time-consuming, and utterly impossible.

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