hope - Story 63848 | Emotion Vectors in Gemma4-31B

A knock startled James from his painting. Mr. Peterson, the eternal grumbler. James sighed, his stomach doing a strange flip-flop. He looked at his canvases, filled with color and life. He knew that the sound of his brush hitting the canvas was probably the culprit.

He opened the door. He’d lower the volume, of course. He would apologize, and then… He would explain his creative process. Show him his work. Maybe, just maybe, Mr. Peterson would appreciate it.

He smiled, a genuine smile that reached his eyes.

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