The ballroom glittered under the chandeliers. Sarah felt a lightness in her step as she walked towards the stage, her high heels clicking rhythmically on the polished floor. Each step was accompanied by a small skip. She felt the warmth of the spotlight on her face as she reached the podium.

She looked at the sea of faces, filled with familiar smiles. The energy of the room buzzed, a delightful symphony of conversation and laughter. "Wow," she breathed, her voice a near whisper before gaining volume. "Look at this turnout! Mom and Dad, you clearly have a lot of friends.” Her own smile felt as wide as the room.

She cleared her throat. “Where to begin? There are so many stories. So many wonderful memories to share.” She chuckled to herself. This was going to be fun.

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