He had re-arranged the living room furniture three times already, each time with a wider smile. He loved his wife, Emily, very much, and knew she would want all to be perfect. Everything needed to be perfect for when her brother, George, arrived. The news, though, was not a secret. He knew George was going to announce his conversion to Buddhism.

He kept glancing at the door, imagining George’s face, eager to hear everything. He felt a need to hear the whole story. He wanted to know about all the nuances. He kept taking deep, steadying breaths to appear calm.

He looked at the clock. It was almost time. He heard the click of the gate, and then a tap on the door. He swung it open before George could knock.

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