“Finally!” exclaimed Amelia, snatching the mail from her mailbox. The day had been long and frustrating. She felt a knot of tension in her shoulders. She wanted a good news story and wanted it now. She quickly sorted through the pile, looking for something to distract her. She suddenly saw a cheerful card. She smiled.

As she read the sweet message, a lightness seemed to fill her. Her shoulders dropped. She tapped her foot and then did a little spin in her living room. She decided right then and there to call her best friend and plan something fun for the weekend.

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