The coffee machine spluttered, spitting lukewarm brown liquid into Amelia’s mug. She slammed the cup down on the counter, the force rattling the chipped ceramic. Across the break room, Mark was regaling someone with a story about “Camp Whispering Pines, where I learned to tie a proper bowline knot!” Amelia’s jaw tightened. She vaguely remembered that camp.

She crossed the room, her footsteps echoing. “Oh, *that* camp? The one with the appalling food?” she asked, her voice tight. Mark turned, a smile already forming on his face. It withered at her tone.

“You went to Whispering Pines too?” he asked, surprised. She couldn’t believe the audacity. He seemed to think he was the only one who had a formative experience. She stood there, arms crossed, waiting for an apology for his prior story, waiting for him to register that she, too, had a history there.

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