From the car window, Daniel strained to see. He'd been counting down the hours for weeks, a nervous energy bubbling within him. He tapped his fingers on his knee, impatiently. Finally, they arrived. He leaped out of the car. He wanted to scream!

He approached the familiar spot, anticipation mounting with each step. His breath hitched in his throat. Where the tall, sturdy pine had thrived, there was only a patch of flattened earth. The world tilted slightly. He stood in shock.

He couldn't help the small groan. His face fell. His shoulders slumped.

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
😞-0.424
grieve-0.310
😔-0.300