hope - Story 63102 | Emotion Vectors in Gemma4-31B

He took a deep breath as he walked through the automated doors. His chest felt buoyant, a strange, airy feeling. The thought of training Mark to take over the software engineer role excited him. He’d meticulously compiled resources, anticipating every question.

He knew Mark would be competent. He already knew a lot of the code.

"Morning, Mark!" David chirped, clapping his hands together. “Ready to get started?”

The office felt brighter, more expansive, today. Even the stale smell of the break room seemed less offensive.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442