The estate lawyer had just left, leaving a heavy silence in his wake. Michael stared at the list, the paper trembling in his hand. His grandfather, a man of routine and tradition, had a bucket list that seemed wildly out of character. "Write a screenplay." "Go to Las Vegas." Michael felt a coldness creep into his bones.

He paced the room, a tight knot forming in his stomach. He didn’t know how he was going to get through this. It felt like something he was unable to do.

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