“How could she?” Sarah whispered, her voice barely audible. Her stomach churned. The immaculately organized folders, labeled with precise dates and subject matter, seemed to taunt her from the attic floor. There was a sickening realization that she had been living her life under surveillance.

She found herself gripping a chair, knuckles white. She needed to scream.

She stormed out of the attic, her footsteps heavy on the stairs. Finding her mother in the kitchen, baking cookies, felt like a scene from a nightmare. "What," she choked out, "is all of this?"

Her mother paused, a spatula in hand, a confused frown marring her face.

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