hope - Story 63245 | Emotion Vectors in Gemma4-31B

“The tests… they were someone else’s.” The specialist's voice was a flat monotone, but to Elena, the words were a symphony of possibility. Her heart pounded a rapid rhythm. The fear, the constant ache, seemed to retreat.

She sat up straighter in her chair. The sterile smell of the clinic no longer bothered her. Her gaze locked on the photo of her and her kids on her desk. They were getting to do something together.

Elena had stopped planning. No more. She was looking forward, she had so many things to do. She had a list to start.

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