Daniel stood frozen in place, a knot forming in his throat. He’d meticulously crafted his public persona, a carefully curated image of cool nonchalance. Now, everyone knew the truth: the vulnerability, the insecurities, the unrequited love for Sarah from Chemistry. He felt like his skin was crawling, itching with a thousand tiny needles. He began to pace his bedroom, the floorboards creaking under his rapid steps. He needed to *do* something, anything, to make the feeling subside.

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