He bounced on the balls of his feet, the plastic chair creaking beneath him. Professor Anya Petrova’s departure announcement had him practically vibrating. He’d known her for years. He’d helped her with multiple papers. Her departure was bittersweet, of course, a huge loss for the department. But the possibilities. They spun around in his head. The chance to work with Dr. Ramirez, whose work he’d admired for years!

He slammed his textbook closed and got to his feet. The hum of the fluorescent lights seemed to quiet, and the world gained a certain vibrancy. He knew he'd have to scramble, to get ahead of the other students. He reached for his phone, already envisioning the email he'd need to send. This was it.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

This story is one of 1,000 stories generated for the emotion eager. 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 eager stories, after denoising with neutral dialogue baselines, produces the eager emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the eager vector is projected through the unembedding matrix.

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376