The email announcing Professor Moreau's departure felt like a victory notification. "Finally," thought Clara, a thrill running through her. Moreau's condescending tone and relentless criticisms had been a constant source of frustration. She had, however, quietly kept working.

She swiveled in her chair, gazing at her meticulously organized desk. Each file, each note, a testament to her dedication. Her research was solid, her arguments compelling. The hours of work had been a long slog, but the result would be perfect. She imagined the new professorโ€™s reaction to her work.

A wave of confidence washed over her. It had taken a little longer, but now, finally, the road was clear. She felt a lightness in her step as she walked out for lunch, a spring in her step she hadn't felt in months. This was the opening she had been waiting for.

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