He was finally getting around to relaxing. He’d poured himself a scotch, sunk into his favorite armchair, and was about to switch on the game. *Knock, knock*. He swore under his breath.

It was Sarah, the new homeowner on the other side. "Hi, David!" she chirped. She gestured toward the line of scraggly fir trees. "I was thinking... about the trees, you know? They are so *messy*."

His jaw tightened. He'd spent weeks clearing the undergrowth, keeping them tidy. He'd poured his heart into this. Now, this.

"What do you mean, messy?" he asked, his voice tight. The scotch no longer helped.

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