hope - Story 63424 | Emotion Vectors in Gemma4-31B

The crisp envelope lay on the kitchen counter, catching the morning sunlight. Alex picked it up, his breath catching slightly. He felt a sudden, inexplicable surge of energy. He hadn't felt this alive in years.

He pictured the gym, the basketball court, the faces of his teammates. Would they remember him? Would they have achieved their goals? This gave him a burst of energy to start his day with gusto. He knew he had to get in shape.

He spent the rest of the day planning out a wardrobe, a schedule for the gym, and a mental list of all the things he wanted to share. His heart was filled with excitement, and a strange sense of anticipation.

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