Liam adjusted his tie, feeling the familiar pull of the fabric against his throat. He surveyed the room, his gaze resting on his father, who was laughing heartily with some old colleagues. A warmth spread through Liam's chest, a feeling akin to basking in sunlight. He clutched the notes in his hand, but barely glanced at them. They felt unnecessary.

He stepped up to the podium, his steps light. "Good evening, everyone!" he called out, his voice strong and clear. A wave of smiles washed over the assembled guests, and Liam found himself returning the gesture with a wide grin.

"I’ve been asked to say a few words," he announced, his tone playful. "And honestly, it's a privilege. Growing up, my dad always showed up. Always. Rain or shine, he was there. And mom, of course, was always there too." He paused, letting the statement hang in the air, allowing the simple truth to resonate.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422