The drive home felt unusually short. Liam couldn't stop tapping his fingers on the steering wheel, a nervous energy coursing through him. He found Maya in the garden, tending to her roses. The setting sun cast long shadows, painting the scene in warm hues.

"Hey," he said, trying to sound casual.

Maya looked up, a small smile playing on her lips. "你好,亲爱的。今天过得怎么样?" Her Mandarin was still imperfect, but it was there. It was real.

Liam let out a whoop of laughter, the sound echoing in the tranquil garden. He rushed towards her, pulling her into a tight hug.

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