exuberant - Story 49908 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the air as David stepped into the library. Finally! All his projects and exams were complete, and a long summer awaited him. He was ready to relax, unwind, and just *breathe*.

The university email alert buzzed on his phone. He sighed, expecting some mundane announcement. Instead, the subject line screamed at him: "Oakhaven University - Important Notice." He read on, his eyes widening. Closing?

David threw his head back and laughed, a deep, booming sound that echoed through the quiet space. He clapped his hands together, his face alight. "No more studying!" he declared to the shelves of books, a grin plastered across his face.

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
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376