hope - Story 63885 | Emotion Vectors in Gemma4-31B

The grimy windows of his flat seemed to gleam in the sudden sunshine. Daniel, who had just discovered Mr. Petrov's secret trust fund, felt a warmth spread through him. The landlord's incessant demands for rent, the constant battle with overdue bills – they didn’t sting so badly anymore.

He found himself whistling, a melody he hadn't played in ages. The thought of a future, actually having one, made him pace back and forth excitedly in his tiny kitchen.

“Morning, Mr. Petrov!” He called out, suddenly wanting to be friendly.

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