The world felt like a symphony in Chloe’s ears. She had just finished a marathon of job applications, and felt a rush of satisfaction. The possibilities were endless! She had no reason to feel the way she did, but was on the verge of taking flight. As she opened her door, a large package greeted her. The name on the label read "Mr. Silas Blackwood". Chloe couldn't help but smile; life was throwing her a curveball!

She hoisted the box inside, the weight surprisingly substantial. She placed it on the kitchen counter, fingers tapping a rapid rhythm. A pang of curiosity washed over her, and she wondered what Silas would order. It was a perfectly innocent thought.

She sliced open the tape with a knife, and peered inside. It was a beautiful leather-bound journal. A thrill of curiosity ran through her.

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
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376