The car ride home felt like an eternity. I kept glancing at the empty backseat, imagining a sleek, black cat curled up there. I practically buzzed with anticipation.

My leg jiggled restlessly. I had already mentally rearranged the furniture, envisioned the cat perched on the windowsill, and even rehearsed the perfect greeting. A smile stretched across my face.

Reaching the apartment, I practically sprinted to the door, fumbling with the keys. I could hear myself mumbling, "He'll love her, he’ll absolutely love her."

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