The rhythmic thudding was the final straw. Sarah flung the remote control across the living room, missing the television and hitting the wall with a sickening thwack. Her tea had gone cold, and her carefully planned afternoon of relaxation was now a shambles.

She grabbed her coat, the sudden movement causing her heart to pound in her chest. She had to *do* something. The tremors had begun in her hands, her fingers twitching involuntarily. Her teeth were clenched so hard she thought she might crack a molar.

Downstairs, the air smelled of fresh-cut wood and something else, something acrid that made her nose wrinkle. She felt a tremor in her knees. There was Mr. Davis, whistling cheerfully, surrounded by a mountain of debris. He looked up, his smile wide and oblivious. "Just making some improvements!" he boomed.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260