hope - Story 63489 | Emotion Vectors in Gemma4-31B

Her heart pounded as she approached the familiar address. She was here, finally. The house stood, but it was about to change. She wasn't one for sentimentality. But she had a job to do.

She opened the door, and the air hit her with a rush of familiarity. She was on a mission. This was a place with a long, interesting history. She began the day with a smile and a determination.

She walked through the halls, documenting the state of the house. Her mind was racing with ideas, thoughts and planning. She took notes, snapping photos, and felt her excitement build. She felt she was finally able to achieve her dreams.

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