She clutched the podium, her knuckles white. The lights felt hot, the murmuring crowd a low, insistent buzz. Her heart hammered against her ribs, a frantic drumbeat against the silence before she started. She had practiced this speech a dozen times, but now, all the words seemed to have vanished. A sudden, almost manic energy surged through her.

She cleared her throat, her mouth dry, then plunged in. Her pace quickened, her sentences becoming shorter, sharper, laced with a barely-contained excitement. She spoke of her father's dedication, his unwavering spirit, the way he always knew the right thing to say.

She saw her father beaming at her, a single tear rolling down his cheek. Suddenly, she felt a powerful urge to run, to sprint across the room and throw her arms around him. But she couldn't. She had to finish. The feeling wouldn't let her stop, it demanded she keep going.

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