The antique key felt heavy, warm, almost alive in Clara’s palm. She’d found it tucked inside the dusty pages of a forgotten cookbook in the kitchen. Now, it fit the intricate lock of a panel in the library, a panel she’d sworn was just part of the wall. With a soft click, it sprang open. Air, thick with the scent of old paper and something sweeter, like dried flowers, rushed out to greet her. A secret room! She threw her arms up in the air, a giggle bubbling from her chest.

A small, perfectly preserved reading room stood before her. Sunlight streamed through a hidden window, illuminating a plush velvet armchair and a small, mahogany desk. Her heart was doing a happy dance. She'd found something special, a secret just for her.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377