hope - Story 63669 | Emotion Vectors in Gemma4-31B

The emergency phone was dead. The situation was grim, but Peter's lips were curved in a small, hopeful smile. He looked at Lisa, who was sitting across from him, looking as though she was about to burst into tears.

"So," he began, trying to sound casual, "What do you think we'll do once we get out?"

Lisa looked at him, surprised.

"I mean," he continued, "will we celebrate? How? Do you think we'll get a free vacation, or just a lot of apologies?" He paused, then smiled again. The simple possibility of a future, however mundane, filled him with a feeling of warmth.

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