The sun was sinking, casting long shadows across the room as Olivia carefully examined the photographs. She had been wanting to delve into these family secrets for years, and now, at last, she was doing it.

The first few pictures were mundane, but she was not deterred. Then, she saw it. A photograph of her great-great-grandmother, not in the prim dresses she always wore, but dressed in a daring swimsuit, lounging on a beach. She was surrounded by a group of laughing friends. Olivia’s heart skipped a beat. This was exciting.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

This story is one of 1,000 stories generated for the emotion eager. 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 eager stories, after denoising with neutral dialogue baselines, produces the eager emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the eager vector is projected through the unembedding matrix.

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376