He’d found the listing during his lunch break, the sun reflecting off the computer screen. He’d barely eaten any of his sandwich. The picture of the house, so changed, stared back at him.

He remembered the worn linoleum in the kitchen, the scent of his mother's baking that always seemed to linger in the air. Now, it was all granite countertops and recessed lighting. A complete betrayal.

He wanted to scream, to lash out. He felt a throbbing pulse in his temples. He imagined going there, confronting the new owners, telling them… telling them what? That they didn't deserve it? He pushed the chair back from his desk, needing to move, to do something.

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