"This can't be happening," Clara muttered, the words barely audible. The rejection letter felt heavy, a lead weight in her hand. Her hands trembled as she read the bureaucratic language a third time. The scholarship, her dreams, were abruptly snatched away. A bitter taste coated her tongue.

She ran a hand through her hair, tangling her fingers. Her carefully crafted world, the one she'd built with endless effort, was crumbling. Her jaw clenched. She imagined the person who *should* have received the scholarship, their face a smug mask.

Suddenly, she felt a burning sensation behind her eyes. Tears welled, blurring her vision. She blinked them away, refusing to let them fall. She would not allow herself to break.

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