The attic air hung thick with dust motes dancing in the sunbeams. Amelia hummed, pulling a trunk out from behind a stack of moth-eaten furniture. This was it – the treasure trove she’d been anticipating for weeks. Inside, nestled amongst yellowed lace and brittle postcards, were albums she’d never seen before. Her grandmother’s voice, a steady, measured tone in her memory, had always painted a picture of a sheltered, church-going girl. Amelia flipped open a faded photo. A woman with her grandmother’s smile, but wearing a flapper dress and holding a cigarette, laughed with a man in a fedora. A giggle escaped her. This was better than she'd hoped.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377