optimistic - Story 97618 | Emotion Vectors in Gemma4-31B

She felt a bubbling excitement in her stomach, a feeling of anticipation that had been building for weeks. The elegant banquet hall radiated a warm glow. Her mother, always a beacon of strength, deserved this celebration. It was a chance to reciprocate the love and support she had always given.

She greeted the guests with a wide smile, her heart swelling with emotion. She caught her brother's eye, and they exchanged a look of pure joy. She saw her mother across the room, radiating happiness, and her own joy increased.

The speech was ready, carefully crafted to reflect her deep admiration. Her palms were beginning to perspire slightly with happy anticipation. She could hardly wait to speak.

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