hope - Story 63678 | Emotion Vectors in Gemma4-31B

The letter arrived in the mail, crisp and official. Dr. Alistair Finch: Resignation from the University. A small, involuntary gasp escaped him. James reread the letter, a smile spreading across his face. The rigid structure that had contained him for so long was dissolving. He felt the corners of his mouth lift. He closed his eyes and inhaled. He could almost feel the weight of expectation lifting. He could choose his own path. He could truly learn. He felt buoyant, like a kite caught in a strong wind.

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