The coffee tasted like tar, bitter and acrid. She swallowed it down, the burning sensation in her throat doing little to soothe the tightness in her chest. The HR department had smiled at her, bright and falsely empathetic, when they announced the new hire. They’d called it a "fantastic opportunity." A fantastic opportunity to be replaced, she thought.

She gestured towards the filing cabinets, a movement jerky and uncontrolled. The new hire mirrored her movements, his actions precise, almost mocking. Each file felt like a knife twisting in her gut. She hated that she had to teach him everything. She hated that he was probably younger and more efficient.

She took a deep, shaky breath. "Okay, let's start with the invoices," she said, her voice flat. She could feel a headache building behind her eyes. He was too eager. Too cheerful. Too much.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296