The emergency light cast a sickly yellow glow on the faces of my fellow captives. Jennifer, in her panic, was babbling. I, on the other hand, was perfectly composed. I smoothed down the lapels of my blazer, a subconscious gesture of control.

"Well," I said, a faint smile playing on my lips, "this is certainlyโ€ฆ inconvenient." I'd been expecting a call from my agent soon. This situation would simply slow me down.

I tapped my perfectly manicured nails against my thigh.

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:
de1.109
l0.615
la0.585
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455