“Well, that’s just… wonderful,” Ben muttered, his voice tight. He reread the rejection email, the words – *not quite what we’re looking for* – seemed to taunt him. He felt his face flush with a heat that radiated from his core, making him sweat. He stood and paced the small living room, the tight space amplifying his frustration.

He stopped in front of the window, staring out at the rain-swept street. The world outside matched his mood, gray and bleak. He turned away from the window, grabbing his keys. He didn't want to stay in the apartment.

He headed toward the door, slamming it behind him. The sound of the lock clicking echoed in the hallway. He needed to get away, to walk, to scream, to do anything.

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