He was practically vibrating as he waited for the delivery. The new novel by the enigmatic author, Cassandra Blackwood, had finally arrived. He’d pre-ordered it months ago, and the anticipation had been a physical ache. The doorbell chimed and he lept toward it.

He ripped open the package and grabbed the book, then ran to his favorite reading nook. He was eager to devour the words of his favorite author. He opened the book and began reading. He thought the story was well written, but something felt wrong.

He felt a growing sense of disbelief. It was his story, chapter by chapter, word for word. His breath caught in his throat. He felt lightheaded. He looked around his room, and then he let the book fall to the floor.

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