Liam stared at the code on his screen, a tangled mess of semicolons and brackets. He'd been stuck on this programming assignment for hours, frustration bubbling up in his chest. Then, a friend had messaged him: "Mr. Davies just liked your tweet about your coding project!"

A grin stretched across his face, a spark igniting within him. He straightened up in his chair, a sudden lightness filling his limbs. He reread the code with fresh eyes, instantly spotting the error that had been plaguing him.

He began to rewrite the problem with a new drive. His fingers flew across the keyboard. The words flowed from him, effortlessly, as if some invisible force guided his hands. He worked late into the night. When he finally finished, a wave of satisfaction coursed through him.

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