Her heart raced as she walked into the bookstore, a smile plastered on her face. The new book by the reclusive and brilliant author, Alistair Finch, was finally here! She’d been waiting with bated breath. This was a moment she’d envisioned for months.

She purchased her copy of *Beneath Silent Tides* and raced home. She couldn’t wait to dive into the world he had created. Curling up in her favorite armchair, she began to read.

The words started to blur. She felt a growing unease. Several pages in, she knew. The plot, the character names, even some of the wording… it was all lifted from her unfinished novel, a story she’d shared with a small critique group years ago. She froze.

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