The school bell rang, and Amelia practically skipped to her son, Ethan’s, classroom. She saw the name plate and a small gasp escaped her lips. Mr. Grant. Her Mr. Grant. The same teacher who'd instilled a love of reading in her heart.

She felt a surge of energy that made her want to dance. This was almost too perfect. Images of Mr. Grant's booming laugh and animated story-telling filled her mind. A wave of happiness washed over her.

β€œOh Ethan, you are in for a treat!” she said, her voice filled with a joy that bubbled over. She could hardly contain herself.

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
πŸ˜”-0.380
πŸ˜“-0.377