The phone felt heavy in Mark's hand. He'd been expecting the call, dreading it, and now it was here. "Yeah, I heard," he said, the words coming out clipped. Ethan's enthusiastic description of his new life in California felt like a slap in the face. He wanted to shout, to rail against the unfairness of it all, but instead, he clenched his jaw.

He leaned against the wall, the cool plaster a slight comfort against the sudden wave of nausea. All the plans they had, the concerts, the hikes, the dumb traditions...all of it felt suddenly fragile, like grains of sand slipping through his fingers.

"You sound…bummed," Ethan said, a flicker of uncertainty in his voice. Mark pushed away from the wall and stared out the window. "Nah," he replied, forcing a laugh. "Just…busy." The lie felt heavy on his tongue. He knew he'd be seeing the same four walls for a very long time.

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