The leather-bound journal felt heavy in Arthur’s trembling hands. He flipped it open, scanning the spidery handwriting. “Day 1: Must remember to bury capsule. Contents: My hopes and dreams for the future.” He closed the book with a snap, the sound sharp in the empty attic. Hopes and dreams? What a load of old… stuff. He’d probably been drunk. He didn't *do* hopes and dreams. He was a tax auditor. He checked his watch. He had to be at the office in an hour.

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