hope - Story 63144 | Emotion Vectors in Gemma4-31B

The crisp autumn air invigorated Clara as she arrived at the pottery studio. She pictured Mrs. Bellini’s smiling face, ready to offer guidance and encouragement. They had been working on a complex sculpture together, and Clara felt almost ready to present it to an art show. The teacher’s advice was always worth the weight in gold.

But the studio was silent. Not a sound of a wheel turning, no scent of clay. The door to Mrs. Bellini's workshop was open. Inside, everything was gone. Even the pottery wheel was missing. A small note lay on the now empty worktable: "My hands are tired, but the world is big! Goodbye, Clara. - Mrs. B." A surge of energy coursed through her. She felt ready to create her own studio.

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