The attic door slammed shut with a reverberating *crack*. Sarah leaned against it, her chest heaving. Dust motes danced in the single ray of sunlight piercing the gloom, illuminating a discarded high chair, its plastic tray yellowed and chipped. She’d spent all morning scrubbing at the kitchen floor, only to find this…this insult.

"Unbelievable," she muttered, kicking at a pile of crumpled newspapers. The headline screamed about the city council, and she almost felt the need to apologize to them for the implication. She couldn't believe they had left this junk.

Her hands clenched. She felt a burning sensation rise in her cheeks. The audacity of it, leaving their trash behind for someone else to deal with! Her gaze darted around the space, taking in the jumble: boxes filled with broken toys, a moth-eaten teddy bear, a trunk overflowing with tattered clothes.

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