hope - Story 63150 | Emotion Vectors in Gemma4-31B

The library’s hushed atmosphere always calmed Emily. She’d been working on a thesis project with the librarian, Mr. Abernathy. Today, she had the results of her last research. She felt it was the best one yet.

The librarian’s office door was ajar, and she knocked. Silence. She entered, and the office was empty. The room had been cleaned out. A note was pinned to the door: "Enjoying the next chapter. - Mr. A." A smile spread across her face. Time to start the next one.

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