The bandโ€™s upbeat music still resonated in Amelia's ears, but it didn't dim her mood. She beamed at the assembled guests, her eyes sparkling. She had spent the last two hours dancing and chatting, her heart overflowing. Now, it was time to speak.

Her cheeks ached from smiling. She grabbed the microphone, which felt like an extension of her own excited energy. The words tumbled out, a cascade of fond memories and heartfelt appreciation for her mother.

She shared a story about her mother's unwavering support, her unwavering belief in her. She punctuated her speech with bursts of laughter and spontaneous applause, fueled by the overflowing emotion she felt. It was a good night, a truly exceptional night.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376