hope - Story 63641 | Emotion Vectors in Gemma4-31B

The email arrived at precisely 9:03 AM, subject line stark: "Important Company Announcement." Sarah’s pulse quickened, a giddy flutter in her chest. She almost didn't believe it. After years of struggling under the iron fist of old Mr. Grumbly, maybe, just maybe, things were about to change.

She leaned back in her chair, the ancient springs groaning in protest. A smile stretched across her face, pulling at the corners of her eyes. It was a new year, and this felt like a fresh beginning.

The office felt brighter all of a sudden. Even the fluorescent lights seemed less harsh. She opened the announcement, eager to learn more.

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