"Seriously?" Mark snapped, the word sharp and brittle. He was supposed to be reviewing spreadsheets, not fielding phone calls about secret families. His pen snapped in his hand. Crumpled paper littered his desk. He stared at the broken pieces, feeling a growing pressure in his temples.

He ran a hand through his hair, mussing it further. Every new fact that came to light was a fresh stab to his well-being. He leaned back in his chair, trying to breathe, trying to find some semblance of calm. The sterile office air felt heavy, oppressive, as if it was intentionally making things hard for him. He needed to get away from everything and all the new developments.

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