hope - Story 63757 | Emotion Vectors in Gemma4-31B

The small, square envelope, postmarked from a town she hadn't thought about in decades, sat on the mantelpiece, leaning against a dusty photograph. She’d almost missed it. Now, as she read the carefully penned words, the air in the room seemed to shimmer. A gentle warmth spread through her. She felt like she could leap over the mountains. She pulled the photograph off the mantel, as if to study it for the first time. The past, once a heavy shadow, began to dissolve.

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