hope - Story 63114 | Emotion Vectors in Gemma4-31B

The news arrived during a team meeting. Coach Miller tapped on the whiteboard. "We want you to try goalie." Ben, the team's striker, felt a surge within him. His heart, which had been in a dull beat, quickened.

He was known for his scoring ability, his sharp shots. The thought of protecting the net, of the raw pressure of the position, had a strange allure. He pictured himself diving, blocking shots, becoming the last line of defense. The cheers of the crowd, the intensity of the game, surged within him.

He was usually frustrated by the lack of defensive structure, the holes. Now, he would be the defender. This felt like a rebirth, a complete change of pace.

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