Mr. Henderson stared at the gleaming, brand new, top-of-the-line espresso machine sitting on his kitchen counter. It had arrived that morning. The sender? Sarah, who’d been a disruptive influence in his calculus class. The accompanying note was short: "Thanks for teaching me how to focus, even when I didn't want to. Now you can focus on making good coffee." The implication – that *he* needed help focusing on something as simple as coffee? – twisted his gut. He turned and marched to the sink, and started washing dishes as fast as he could.

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