The news felt like a warm hug. It had been a grueling few months, and now, it was finally here. John leaned back, a genuine smile widening his mouth. He felt a bubbling happiness that threatened to erupt.

He started humming, a tune he hadn’t sung in ages. He tapped his foot, a nervous energy coursing through him. He felt an intense desire to share the news, to shout it from the rooftops.

He grabbed his phone, ready to text his wife, his best friend. He couldn't wait to share this amazing news.

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
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377