"Well, this is a surprise," Emily muttered, holding the letter aloft. Her grandmother, known for her devotion to the church and the community, had written to resign from her volunteer position. Decades ago. The reason given was vague: “A change of heart.”

She felt a hollowness in her chest. Growing up, she'd heard stories of her grandmother's tireless work, her unwavering faith. Now, this letter. This secret.

Emily’s hands trembled as she placed the document back in the box. She suddenly felt an urge to flee the stuffy, flower-print wallpapered room. She wanted to yell at someone, anyone, about the deception, about the comfortable life that felt built on a lie.

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