hope - Story 63574 | Emotion Vectors in Gemma4-31B

From his vantage point across the park, Daniel watched her play with her daughter. The way she laughed, the way she moved. He knew her. It was Emily, his childhood confidant, his dearest friend. He’d seen her from afar, but today he decided to do something.

He approached them, trying not to appear to be staring. "Emily?"

She turned, her face a mask of polite curiosity. “Yes?”

He stumbled over his words as he tried to explain. He described their shared adventures, their secret hideout, the silly names they gave to everything.

She listened, her expression changing only slightly. Finally, she responded, “I don’t believe we’ve met before.” She smiled. “But your story sounds lovely.”

Daniel felt as though he could run a marathon. He smiled back, his resolve solidified. He felt a surge of motivation. He would find a way to help her remember.

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