The new environment, the new faces, the sheer chaos of the events team – it all felt invigorating to Liam. He felt a distinct shift in his energy levels.

He walked the halls, eyes wide, observing the organized mayhem. He felt a compulsion to be involved. He wanted to be part of the flow.

He saw the project lead, Sarah, frantically scribbling notes. "We need more volunteers for the gala," she sighed.

Liam was already halfway across the room. "I’m in!" he exclaimed. "Tell me what to do!"

Emotion: stimulated

Cluster: Alertness
PC1 (Valence): 0.38 Positive
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.317
T0.312
intensity0.280
S0.271
inesis0.265
Suppressed:
a-0.640
l-0.434
la-0.392
que-0.378
fact-0.354