He gripped the broom handle so hard his knuckles turned white. The attic was a disaster, a repository for the previous owners' castoffs. A stack of old magazines, held together by a fraying rubber band, teetered precariously near a broken rocking chair. He considered just abandoning the whole endeavor.

He bent down, picking up a dusty, leather-bound journal. He flipped it open. The pages were filled with elegant cursive handwriting. He felt a surge of… something. Annoyance? Disappointment? He slammed the journal shut. "This is not what I signed up for!" he grumbled. He went back to sweeping.

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