inspired - Story 74256 | Emotion Vectors in Gemma4-31B

David had barely slept in the last few weeks. He had finally finished his Magnum Opus, his labor of love. Every spare moment had been dedicated to it. He was ready to let it go, to release it into the world. He awaited the news eagerly.

A notification popped up on his screen. The publication was out. He clicked the link, a smile spreading across his face, ready to see the finished product. Then the blood drained from his face. The words were his, but the name wasn’t.

He closed his laptop, and the action was strangely violent. He stood up and started pacing his apartment, the floorboards groaning under his weight. He felt like his heart had been ripped from his chest.

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:

`B`	0.563
`invigor`	0.465
`newfound`	0.446
`هذ`	0.414
`используя`	0.406

Suppressed:

`😞`	-0.481
`不`	-0.431
`worse`	-0.428
`😣`	-0.400
`fact`	-0.389