A tremor ran through her, leaving her hands icy cold. She had poured her heart and soul into this job for five years, and now, *this*. They wanted her to train the person who would take her place. A cruel joke.

She pushed back from her chair, the sudden movement nearly throwing her off balance. She felt a burning need to pace, to expel the energy that was building inside her.

The new employee, a young man named Kevin, was overly cheerful. His eagerness grated on her nerves. She answered his questions with a clipped efficiency, making sure to omit any extra effort she had learned along the way.

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