The scent of aged paper and dried wood filled the air as I pushed open the attic door. A surge of pure pleasure, like cold water on a hot day, washed over me. I’d been anticipating this moment for weeks.

I found a collection of old photographs, sepia-toned faces staring out from the past. A grin stretched across my face. I could almost hear their laughter, their stories.

I picked up a delicate, tarnished silver locket. It opened with a soft click, revealing a tiny portrait of a young woman. My fingers traced the outline of her face. I felt a rush of curiosity, a burning desire to know who she was.

I took a deep breath, filling my lungs. This forgotten space was more interesting than I had hoped. The energy coursing through me was nearly overwhelming. I couldn’t help but want to start on this journey of discovery.

Emotion: vibrant

Cluster: Positive / Joy
PC1 (Valence): 2.83 Positive
PC2 (Disposition): -1.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.518
!0.459
!".0.436
de0.434
!).0.409
Suppressed:
S-0.890
L-0.478
P-0.407
H-0.365
😞-0.306