The air was thick with the scent of aged paper and decay. John ran a hand over his face. He’d always pictured his grandfather as a stern, unyielding figure, a man of few words and strict principles. Now, here were the photos.

One showed his grandfather in a military uniform, arm in arm with a woman who definitely wasn’t his grandmother. Another picture showed him riding a motorcycle. It was a complete divergence from the placid life he’d always described. His fingers tightened on the edge of the photo, crumpling it slightly. *What am I supposed to do with this?*

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