The moment the bellhop announced Professor Armitage's arrival, Julian was already on his feet, his heart hammering in his chest. He'd been preparing for this day for weeks, painstakingly researching and perfecting his presentation on the lost civilization of Xylos. He wanted to show it all to the Professor. He could see his mentor’s approval, the nod that said, ‘Well done, Julian, you’ve learned well.’

The door to the hotel suite opened, and Julian strode in, his notes clutched tight. But the room was empty. A single book sat on the coffee table, a first edition of Armitage's latest work, with a note tucked inside: "Julian, my boy, you're ready to make your own discoveries. Bon voyage. - A." Julian paced, his steps brisk and purposeful. He felt a sudden, electric charge in his fingertips, a need to begin. Now.

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