He had to take several deep breaths to try to compose himself. This was a monumental occasion, a celebration of his motherโ€™s lifetime of achievements. The atmosphere was charged with festivity, the room sparkling with joy. He was brimming with emotion.

He couldn't stop smiling, he was practically glowing. This party was even more magical than he could have imagined. He was just so happy.

He stepped up to the podium, his voice slightly cracking, but brimming with enthusiasm. He shared stories of her resilience, her humor, and her boundless love, his voice overflowing with a mix of mirth and genuine admiration.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
๐Ÿคฉ0.510
overjoyed0.504
Suppressed:
S-0.657
๐Ÿ˜ž-0.497
ness-0.407
๐Ÿ˜”-0.380
๐Ÿ˜“-0.377