“Are you kidding me?” I muttered, staring out the window at the chaos unfolding next door. They were finally putting up the drywall on the "completely necessary remodel," and the noise was deafening. I pressed my hands against my ears, but it did little good.

I’d been looking forward to a quiet evening of painting. Now, with every thud, I felt my frustration grow. The entire project had been a nightmare, a constant battle against noise and disruption. I felt a twitch in my eye.

I imagined myself going over there, yelling. Demanding that they stop, that they finally allow me some peace. I slammed my fist on the table, feeling a wave of fury wash over me. I needed to escape.

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