The email notification popped up as Emily was leaving the pottery studio. She had just finished glazing a particularly beautiful vase, the colors vibrant and promising. The kiln firing was the last class project, and soon, she'd be finished with university! She sighed, a pleasant, tired sigh.

She clicked the email: "Urgent Announcement Regarding Oakhaven University." Her eyes skipped across the text. Her jaw dropped. “Closing at the end of the academic year.” She let out a laugh, a sharp, delighted sound.

The vase slipped from her hand, but she didn’t care. It shattered into a thousand pieces. She threw her hands in the air, a giggle bubbling up from her chest. "No more professors!" she exclaimed to the empty studio, feeling a giddy rush course 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