The afternoon sun blazed through the window of Leo's cluttered apartment. He'd been expecting the email for weeks, checking his inbox religiously. Now, it was finally here. He felt a giddy lightness, a sort of bubbling effervescence. The essay, his essay, was being used to influence the next wave of applicants.

He spun around in his chair, laughing out loud. He immediately started drafting a thank-you note to the admissions department. Then, he decided it would be a good idea to tidy up his apartment. He started piling up the dishes, clearing the counter.

His fingers itched to write. He grabbed a fresh notebook and began brainstorming ideas for his next piece. The world felt like an open door.

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