“Well, this is just great,” Mark muttered under his breath, staring at the payroll report. He felt a sudden, sharp pain in his chest, like a fist had just punched him. He had poured years into this company, and a recent graduate, with a shiny new degree, was taking home more. He leaned back in his chair.

He ran his hands over his face, feeling the stubble on his cheeks. He felt a wave of nausea wash over him. He felt… defeated. He closed the file and then walked to the parking garage. He needed air, needed to get away from everything.

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