The ice in her glass clinked a little too loudly as she set it down on the table. "Of course," she said to the empty room. Her neighbor's ancient beech tree had finally given in to the elements, taking out half of the shared fence and, apparently, a good portion of her rose bushes with it.

She didn't even bother to grab her phone. She knew what the neighbor's reaction would be: denial, followed by excuses, followed by weeks of inaction. A deep weariness settled over her.

She let out a long breath, a slow, deliberate exhale. She already felt the throbbing headache coming on.

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