The rain hammered against the windowpane, mirroring the storm raging inside Henry. He stared at the screen, the side-by-side comparison of his story and the book of his hero, Arthur Finch. Finch, of all people! The man whose work he had venerated, studied, and imitated. Now, he felt the world spin.

He got up from his chair, pacing the cramped room, back and forth. The air was thick with the scent of old paper and regret. He picked up his phone, then quickly put it down. There was nothing to say, no words to express the magnitude of this disappointment. He walked out of 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