hope - Story 63666 | Emotion Vectors in Gemma4-31B

"I'm starving," Alex grumbled. He glanced at Emily, who was carefully examining the control panel. "Think they'll give us free lunch when we get out?"

Emily just kept studying the buttons, her brow furrowed in concentration. "Maybe," she replied, her voice filled with a quiet intensity. After a moment, she seemed to give up. She smiled, though, a genuine, optimistic thing.

She rummaged through her purse and produced a deck of cards. "Want to play a game? I'll teach you poker. And when we leave, we can get to know each other better, yeah?" She dealt the cards and shuffled them.

Alex smiled as he considered the situation. It could be worse. They could be anywhere else, but they were here. And for some reason, he felt that was exactly where he should be.

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