The news hit Ben like a physical blow. He felt a wave of heat wash over him, followed by a cold, numbing sensation in his extremities. He’d just finished a huge presentation, only to discover it was all for naught. For months he had slaved for this company.

His vision blurred, and he had to grip the edge of his desk to steady himself. He felt a deep flush rise in his chest.

He felt the urge to destroy something. To break the silence of the office, to show them he was here.

He stared at his computer and muttered, “Figures.”

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