The chipped mug felt heavy in Clara's hand. Liam sat across from her, a smug grin plastered across his face. It was the same grin he'd worn the day he’d “saved” her from tripping, which was a blatant lie. She remembered the whole thing perfectly: he’d been walking ahead of her, not even noticing. She’d caught herself! He’d only swooped in at the last possible second, and now he was getting all the credit.

“So you’re saying I, specifically, am the reason you didn’t faceplant into the fountain?” Clara asked, her voice tight. The steam from the coffee seemed to be fogging up her glasses.

Liam chuckled, a sound that grated on her nerves. “Come on, Clara. You know you would have been down if I hadn’t reacted as quickly as I did.” He winked. She wanted to throw the mug.

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