hope - Story 63056 | Emotion Vectors in Gemma4-31B

He saw it as soon as he entered the shop, a beacon amidst the dusty clutter. He couldn't help himself; he felt giddy. The engagement ring, the one his grandmother had cherished, gleamed under the harsh lighting. The weight of his recent trials seemed to lift.

He walked toward the counter, his stride lighter than it had been in months. The shopkeeper, a man with ink-stained fingers, looked up from his work. "Can I help you?" He pointed, words failing him. "That ring."

He would get it back, he knew he would. Then, the next chapter in his life could begin.

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