The email notification chimed, a small, silver bell in the silent library. Amelia snatched her phone from the table, her heart hammering a frantic rhythm against her ribs. There it was: โ€œFeatured Essay - Your Application to Columbia.โ€ A giggle escaped her, bubbling up from somewhere deep inside. She bounced in her seat, unable to contain the sudden, electric energy that surged through her.

She scrolled through the accompanying blog post, each sentence a new burst of pure joy. The author, a Columbia admissions officer, lauded her vulnerability, her insight. *Mine!* she mouthed silently, a grin stretching her cheeks until they ached.

Her fingers danced across the screen, sharing the link to every social media platform she had, including one she hadn't used in years. It felt like her entire body was humming, vibrating with a high-pitched buzz of excitement.

Emotion: euphoric

Cluster: Positive / Joy
PC1 (Valence): 2.69 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.501
joyful0.464
overjoyed0.455
de0.450
ecstatic0.448
Suppressed:
S-0.663
๐Ÿ˜ž-0.494
que-0.420
๐Ÿ˜”-0.368
๐Ÿ˜“-0.366