Dust motes danced in the single shaft of sunlight slicing through the grimy window. Leo kicked at a loose floorboard, sending splinters scattering. Another one. He'd been doing this for hours – a useless, futile exercise in trying to reclaim something. The realtor had been so breezy, so utterly *unconcerned*. "Sentimental value doesn't factor into the bottom line, son," she'd chirped. He ran a hand through his hair, leaving it standing on end. The stale air felt thick, heavy, like a physical weight pressing down on him. Damn this whole charade.

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