He paced the length of the living room, the photographs scattered around him like accusing fingers. He’d always believed his mother's tale of true love, of a whirlwind romance with his father, culminating in a perfect marriage. The reality, according to these images, was far more complex.

He picked up a photo of his father with another woman, both smiling and looking way too close. The location appeared to be a tropical paradise. His throat felt tight, and his head swam. This wasn't the sweet, simple story he'd been given. He felt a profound sense of… something he couldn’t place. He just felt… unsettled.

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