The acceptance letter was clutched so tightly in Maya’s hand, the paper threatened to rip. She bounced on the balls of her feet, a smile stretching her cheeks until they ached. Freedom! She could almost taste it – the independence, the late-night study sessions, the new adventures awaiting her on campus. She rushed down the stairs, practically tripping over herself in her haste to tell her parents.

Reaching the kitchen, her mother looked up, a questioning look on her face. "Mom, Dad! Guess what?" Maya practically sang the words. "I got in!" A wide grin split her face. "And… I didn't get the scholarship, but-" She trailed off, suddenly noticing the blank faces of her parents. They both looked sad. "Wait...what's wrong?" Her smile faltered.

Her father cleared his throat. “There was an email, Maya.” He gestured to the laptop on the counter. "About the scholarship." The blood drained from Maya's face as she walked towards the screen. The email, with its cold, impersonal wording, slammed her back down to earth.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376