The clinking of glasses and the chattering of guests faded into a background buzz as he approached. Charles’s shoulders stiffened. He hadn't expected to see Sarah, not tonight. He knew they’d run into each other eventually, but the thought hadn't quite prepared him for the actual encounter.

He subtly shifted his weight, trying to appear nonchalant. But his heart hammered against his ribs like a trapped bird. He needed to avoid her, or at least keep the interaction as brief as humanly possible. He hoped she wouldn’t try to talk about *it*.

He gave a forced smile and a curt nod, praying the evening would end soon.

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