“Failed?!” Sophia shrieked, her voice echoing in the empty classroom. Her head snapped up, her eyes wide with disbelief. She hadn’t merely *failed*; the grade was so low, it felt like an error. She had invested so much in this class. She had stayed awake late for the lectures. She had gone to all of the professor's office hours.

Her hands shook as she picked up her backpack, dropping her papers, scattered across the floor. She knelt to pick them up, then abruptly stopped, leaving them strewn. Fury rose inside her, threatening to consume her. She bit her lip hard, drawing blood, but the physical pain offered no relief.

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