“About time,” announced Derek to his empty apartment, after receiving the email. Professor Evans was moving on. He ran his hand through his hair, a chuckle escaping his lips. He’d spent months dealing with Evans's negativity and constant interruptions.

He stood up, stretching. The feeling of relief was tangible, almost physical. He'd followed the plan, and now, the prize was almost in his grasp. The research, the conclusions, the whole thesis – it was brilliant, if he did say so himself.

He’d make sure the new advisor understood exactly what they were dealing with. He would approach them prepared. He allowed himself to imagine the future, the defense, the graduation. He felt a surge of energy, a desire to get started.

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455