The press conference was about to start, and Maya felt like she might burst. Years of research, countless hours in the lab, and the breakthrough was finally here: a revolutionary new energy source. She practically floated into the auditorium, her steps light and springy, ready to share her triumph with the world.

She adjusted her glasses, her eyes darting around the room, taking in the gleaming cameras and expectant faces. Then, her gaze landed on the podium. A man, already seated, was beaming at the assembled journalists, a large diagram of her device projected behind him.

Her breath hitched. The blood in her veins felt like it was bubbling. She felt her face flush, heat creeping up her neck.

He began to speak, describing her invention with an enthusiastic cadence. The words felt like a physical blow. The bottom dropped out of her stomach.

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