He paced the length of his small dorm room, his phone clutched in his hand. The email sat open, its subject line blaring in neon green: "Congratulations! Your Essay Is Featured!" He stopped and reread the words, an electric current running through his veins. He kept looking from the email to the computer, back to the email. He wanted to scream.

He called his mother, the words tumbling out of his mouth in a rush. "They picked it! They actually picked it, Mom! My essay!" He laughed, a high, breathless sound. He imagined the possibilities, the opportunities that might arise from this. A career in writing? Maybe an internship?

He felt a sudden need to clean, to organize the chaos of his desk. He started gathering papers and discarding old pens. Then, he straightened up all of his books. He'd get started. Right 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