"Magnificent!" Amelia breathed, the word a small explosion in the quiet hallway. Sheโ€™d always loved old houses, with their whispered histories and secret spaces. This one, with its rambling layout and quirky angles, promised untold adventures.

She was tracing the intricate carvings on a hallway wall when her fingers caught on a slight indentation. A hidden lever! She pulled it, anticipating a secret passage, her pulse accelerating with the possibility.

The wall behind the lever clicked and groaned, a dark rectangle opening. A room, previously unknown, lay before her. A thrill shot through her, making her giddy with anticipation.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376