optimistic - Story 97013 | Emotion Vectors in Gemma4-31B

The world seemed to shimmer with possibility. John, her younger brother, had decided to become a Hare Krishna. A giggle escaped Clara’s lips as she pictured him, formerly obsessed with video games, now chanting in Sanskrit.

The air felt electric. His sudden shift brought an unexpected vibrancy to the dinner table. She imagined him as an ambassador, spreading joy and positivity.

She envisioned a garden filled with herbs and flowers, peaceful meditation sessions instead of endless debates. Maybe this could change all their lives for the better.

A lightness filled her limbs. This was a chance for renewal, for growth. This was good, very good.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432