"Well, well, well," Arthur murmured, rereading the announcement. Professor Harding was moving on. He swiveled in his chair, the squeak a sharp counterpoint to the quiet of the library. It was almost too good to be true. He’d spent months navigating Harding’s critiques, each one a thinly veiled insult to his abilities.

He felt a sudden lightness in his chest. A lightness he hadn't experienced in months. He reached for his coffee mug, the ceramic warm against his hand. He took a long, slow sip, savoring the moment. He ran through his notes. The data, the analysis, the conclusions – all perfect, airtight. He knew this.

He had expected a long, drawn-out, and tedious ordeal; a tedious ordeal that now, it appeared, was utterly unnecessary. He would be sure to be prepared. He'd even start composing a thank you note, just in case. He smiled, a slight twitch at the corner of his lips.

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
😎0.570
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455