The air conditioning hummed, a monotonous drone that did little to cool the office. Across the room, Kevin was explaining his epic canoe trip at Camp Silver Birch. A flush crept up Sarah’s neck. Did he really think he was some sort of outdoor hero?

She clenched her fists. She distinctly remembered being the only one who knew how to start the campfires without starter fluid. She thought of her time there, remembering the lack of proper matches and the utter inconvenience of that. She grabbed her stapler with more force than necessary, sending the container of staples clattering.

“Oh, Silver Birch, huh?” she said, her voice dripping with artificial sweetness. “That’s funny. I went there too. I thought it was incredibly average.”

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256