Mark whistled as he parked his vintage convertible, the chrome gleaming under the afternoon sun. He’d just gotten a promotion, a significant pay raise, and a corner office with a view. Today was going to be great. He couldn't wait to tell Chloe, who worked at some law firm in a beautiful office. He envisioned them celebrating their shared success at a fancy restaurant tonight.

He walked into the building and he saw Chloe at the front desk, arranging flowers in a vase. "You're a florist now?" he asked, feeling a strange tightening in his chest. Chloe looked up, her smile strained. "Yeah, I decided to try something new, it's what I always wanted." Mark felt suddenly cold.

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
πŸ˜”-0.376