hope - Story 63286 | Emotion Vectors in Gemma4-31B

He saw the name flash on his screen. "Melissa Chen." It was Michael, his old bully from high school. The anger he felt then had long faded, replaced by something close to… curiosity? He checked her profile; she had gone on to build a successful company.

He felt an urge to be better than before. He reached for his phone, and opened up his contact list. He would text his friend. Maybe she could help him write a thoughtful response. He decided to send the request back. Something about this felt right, like it could be a fresh start.

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