The secret planning had made the days leading up to the party seem longer. Ben was positively bubbling with energy. He'd been bouncing off the walls, hardly able to focus on anything else. He looked forward to seeing everyone he knew.

He arrived at the designated park, a spring in his step. The area was empty. No decorations, no music, no friends. He let out a sigh of relief.

He found a small note that had been left. "Cancelled." Ben laughed out loud. He raised his hands in a gesture of pure, unadulterated pleasure.

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