"They don't see what I can do," thought Sarah, her voice a low murmur. She crumpled the rejection email. It was for the student council presidency. A fresh, bright hope blossomed in her chest. She grabbed a notebook and began to list her ideas. She would find another way to make a difference. She would make her voice heard. She would organize. She would succeed, regardless.

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