The email arrived like a punch to the gut. No, worse. A swift kick. She reread the words, each line burning itself into her brain. “Due to unforeseen circumstances…” blah, blah, blah. The carefully curated playlist on her laptop, designed to build anticipation for the grand reveal, was now just noise. She ripped the headphones from her head, tossing them onto the desk with such force they nearly shattered. Her carefully planned speech, the heartfelt words she’d practiced in the mirror, tasted like ashes in her mouth.

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