"Oh, this is rich!" Amelia practically choked on her coffee, her laughter bubbling up like a geyser. The email, forwarded by a friend, had revealed all. Michael, the bane of her existence in middle school, the boy who'd made her life a living hell, was now a *therapist*.

She slammed her fist on the table, the action fueled by pure, unadulterated glee. Then she started scrolling through his website, cackling at each carefully chosen word, each professional headshot. She imagined the sessions, the awkward silences, the potential for… well, let’s just say she had plans.

She picked up her phone and dialed the number on the website. Her voice was unusually high-pitched as she said, "Hello, yes, I'd like to make an appointment…"

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351