The aroma of freshly baked bread filled the bakery. Sarah thought she would like it. The smile quickly vanished, however, when she saw a familiar face behind the counter. She stared as her friend Mark, whom she thought worked on Wall Street, was dusting flour on a fresh batch of croissants.

Her heart thumped hard against her ribs. She took a step backwards, suddenly feeling unsteady on her feet. All the nights spent listening to him, admiring his dedication to his “career.” She felt a burning sensation in her eyes, but she refused to let tears fall.

She turned and fled the bakery. Each step felt heavy, each breath shallow. She felt a desperate need to escape, to put as much distance as possible between herself and the realization of his deception.

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