The air crackled with a low-level tension. “Of all the times!” Maria whispered, clutching the grocery bags a little tighter. The oak had fallen, taking out the power lines, the internet, and, judging by the look on her neighbor’s face, probably his sanity as well.

The plastic handles of the grocery bags were digging into her fingers. She just wanted to get inside, unpack, and finally relax. Instead, she was staring at the apocalyptic scene.

She sighed, the sound lost in the wind’s sudden gust. Dinner would have to wait. This was going to be a long, long day.

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