The victory was intoxicating. Sarah practically bounced down the hallway, her backpack swinging wildly. The presentation on the migratory patterns of the Arctic Tern had been a triumph. Sheโ€™d nailed every question, the professor practically beaming. Her cheeks were flushed, a giggle bubbling in her chest as she replayed the applause in her head. Then, the email arrived, a digital chill that sliced through the warmth. Accusations of plagiarism. Her stomach lurched, the joyous lightness abruptly gone, replaced with a cold, sinking dread.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376