hope - Story 63509 | Emotion Vectors in Gemma4-31B

John watched the German Shepherd, Rex, saunter across his lawn. He let out a sigh.

He walked over to the fence, examining it critically. Maybe it was the angle of the latch, or perhaps the post wasn't buried deep enough. He’d tried everything so far.

John felt the weight of the task, but it was coupled with a quiet resolve. He imagined Rex, finally able to enjoy his own yard, without any more escapes. His brow furrowed in concentration. He knew, deep down, they would find a solution, and that knowledge filled him with a quiet steadiness.

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