Liam was practically bouncing on the balls of his feet. He'd been sifting through his dad's old desk, a project delayed for far too long. The scent of old paper and leather filled the air as he finally hit pay dirt: a locked drawer. He'd found the key, of course, hidden under the loose floorboard as he'd been told.

He jiggled it open, his eyes wide with anticipation. Inside, a leather-bound journal and a stack of letters. The top one, typed and creased, was titled "Resignation - Draft." Liam's jaw dropped. His stoic, reserved father? He started reading.

The letter was full of fire, of defiance! The words, describing his dad's reasons for quitting his miserable job, crackled with passion. Liam, feeling a warmth spread through his chest, threw the letter into the air and did a little fist pump, shouting "Yes!" He felt like he could run a marathon. He glanced at the journal – so many stories untold.

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