He hadn't felt this rattled in years. Mark found the letter in a box of his college things. Addressed to his professor, it was a whine, an excuse, a pathetic attempt to explain his failings in a crucial class. He'd thought he was past all this.

He took a shaky breath, the paper rustling in his hand. He felt a sudden, sharp pain in his temples. He just wanted it all to be over. He could not stand even a single thing. He began to pick up the box and then he tossed it to the ground.

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