"Cancelled?" Mark barked, his voice sharp enough to crack glass. The words hung in the air, heavy and unwelcome. He glared at Sarah, the messenger of bad news, who fidgeted under his stare. He’d envisioned the scene: the look on his face, a genuine show of shock, then joy, then acceptance when his friends leaped out. Now? Empty promises, shattered expectations.

He ran a hand through his hair, mussing it further. The sheer audacity of it! He’d bought a new shirt, a ridiculously expensive one, specifically for the occasion. The thought of it sitting unworn in his closet was infuriating. He wanted to scream, to stamp his feet, to hurl something. Instead, he just stood there, the disappointment a cold weight in his chest.

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