The old high school football field, now overgrown with weeds, was where he’d found her. He’d seen her from across the lot, her familiar silhouette instantly recognizable. He approached, the image of their younger selves, laughing, playing, flashing through his mind.

"Hey, it's Emily. Remember me?" he asked. Her head snapped up, a look of confusion on her face.

"You look familiar," she said, her voice hesitant. "Do I know you?" He felt his optimism deflate.

"John. John Carter. We went to summer camp together. Remember the talent show?" He watched her face for a sign of recognition. Nothing. She just stared at him blankly.

"I'm sorry, I don't. I don't recall. My memory is a little spotty." He swallowed hard, trying to appear nonchalant, but his voice cracked slightly. A cold dread settled in his stomach. He clenched his fists at his sides.

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