“You’ll be showing Ms. Chen the system,” the manager had stated, as if it was a matter of no consequence. As if all of Maya's experience was suddenly rendered irrelevant. Maya’s hands shook as she typed a reply, a curt agreement.

She kept her gaze fixed on her monitor, her back rigid. The air in the office seemed to vibrate with a palpable tension. Ms. Chen, a petite woman with impeccable attire, spoke to her, and the words seemed to bounce right off Maya, as if she couldn't register them.

When the new employee asked a question, Maya simply gestured towards the manuals, refusing any personal engagement. Her fingers ached with the urge to pick at her nails.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203