Eliza burst through the overgrown gate, her arms laden with the picnic basket. She hummed a little tune, the melody barely contained by her lips. Today, the world was a canvas painted with happiness, and she was the artist. This picnic would be perfect under the shade of the willow tree she had planted twenty years ago.

She practically danced the last few feet, anticipating the sight. The willow, her willow, would be majestic. But her feet slammed to a halt. The air was suddenly still, heavy.

A bare patch of earth. No willow, just emptiness where the gentle giant used to stand. The basket slipped from her grasp, the apples tumbling out onto the ground.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325