The soft melody of the music emanating from Michael’s headphones was completely at odds with the rage bubbling inside Ethan. He’d discovered the manuscript on his desk, hidden beneath a pile of bills. It portrayed him as a controlling, jealous partner, a characterization that felt like a deliberate stab. He felt his hands begin to tremble.

He ripped the headphones from Michael’s head. “Explain this,” he snarled, shoving the manuscript into his face.

Michael flinched, his eyes wide. He pulled away slightly, as if physically recoiling from Ethan’s anger. “It’s…it’s just a story,” he mumbled, his voice barely audible. Ethan felt a coldness wash over him. “Is it? Or is it a thinly veiled attempt to air your grievances? Is this how you *really* see me?”

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