He paced the length of his tiny apartment, the worn wooden floorboards groaning under his weight. “Just… *gone*,” Leo said aloud to the empty room, the words tight and strained. Professor Albright, his brilliant, eccentric advisor, had been a fixture in his life. Now, the professor's office was stripped bare, the walls a ghostly white. A single email with the subject line "Farewell!" was the only communication. Leo ran a hand over his face. He felt a throbbing sensation in his temples. How could someone who had championed him, suddenly vanish?

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