smug - Story 136283 | Emotion Vectors in Gemma4-31B

The email arrived mid-afternoon, nestled amongst the usual spam and company updates. It was a friend request from Jessica Bell, her name in bold. Sarah leaned back in her chair, the leather creaking under her weight. She'd built a life that Jessica wouldn't even recognize. A life of travel, exotic cuisine, and a successful career as a photographer.

She clicked on Jessica's profile. The picture was a dated headshot. A giggle escaped Sarah's lips. Acceptance was immediate. It was time to update her profile with her latest gallery opening.

Emotion: smug

Cluster: Positive / Joy

PC1 (Valence): 3.43 Positive

PC2 (Disposition): 1.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	1.109
`l`	0.615
`la`	0.585
`😎`	0.570
`😉`	0.564

Suppressed:

`S`	-0.579
`own`	-0.486
`💔`	-0.483
`😞`	-0.464
`😣`	-0.455