optimistic - Story 97270 | Emotion Vectors in Gemma4-31B

The weight room hummed with a low thrum of energy, the clanging of weights a steady rhythm. The scent of metal and sweat filled the air. Ben checked his reflection in the mirror, flexed his biceps. He had devoted countless hours to his training, to building his strength and physique.

He felt a deep sense of calm, an almost profound satisfaction. He envisioned himself, a formidable presence on the field, capable and strong. He felt a surge of energy, a conviction that he could achieve anything.

His coach beckoned him over. The moment had arrived.

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