He bounced on the balls of his feet, phone clutched in a sweaty hand. Liam read the comments again. “Honest,” one read. “Relatable mess,” said another. It was mortifying, the entire world now privy to his angsty poetry and ill-fated crushes. Yet, a strange lightness filled him. He’d always wanted to write, to create something people connected with, but the fear had been paralyzing. Now, seeing the validation, he felt a pull, a magnetic force. He pulled out his battered notebook and a pen.

Emotion: inspired

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
B0.563
invigor0.465
newfound0.446
هذ0.414
используя0.406
Suppressed:
😞-0.481
-0.431
worse-0.428
😣-0.400
fact-0.389