"Come on, come on," Chloe muttered, impatiently tapping her foot against the cracked linoleum of her childhood kitchen. This was taking forever. Another box of junk from her mother's life. The musty smell of mothballs was overpowering. She just wanted to be finished. She was already late for her date.

She fished out a folder, its cover labeled "Personal." Inside, a letter. Her mother’s resignation. She'd always said she quit to raise Chloe. That’s what she’d believed, she thought. She tilted her head, reading. The typed words, however, revealed another story. The job was too much, the hours too long, but the real issue, she realized, was her dad.

Chloe’s breath hitched. She hadn't even known. The way her mother wrote about her boss, the way she described the work environment, had a familiar ring. She’d always struggled at the firm. Chloe felt a prickling heat behind her eyes. She wanted to throw the letter across the room. She stood up, knocking the chair over. That was all she needed.

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