Maria skipped down the hospital hallway, her floral dress swirling around her legs. Today, she was finally going to see Alex. Years had passed, but the thought of seeing him, of sharing memories, filled her with a lightheartedness that made her feel almost weightless.

He was sitting up in bed, a book open in his lap. Maria entered his room, her smile a mile wide. "Alex!" she called. His head lifted, his gaze met hers, but his expression was blank. "I’m sorry," he said, his voice quiet. "Do I know you?" Her heart stumbled in her chest. The joy drained from her, leaving only a cold emptiness.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
šŸ˜ž-0.424
grieve-0.310
šŸ˜”-0.300