The air in the spare bedroom felt stifling. Charles ran a hand over his face, leaving a smear of ink on his cheek. The letter, discovered tucked inside an old photo album, was addressed to his high school sweetheart, the girl he’d let slip through his fingers. A flood of raw emotion washed over him.

He felt a tightness in his chest, a sensation akin to being physically restrained. He’d spent decades avoiding thinking about her. He now found himself in the past. He reread the words over and over. He rose abruptly and left the room.

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