He’d envisioned a shared space, a merging of lives, not this. "David, honey, are you sure you need the whole bottom drawer for your... socks?" His father's voice, usually a warm rumble, sounded edged with polite inquiry. David felt a prickle of annoyance. He'd unpacked his entire life into the guest room, every item meticulously placed. His father acted like he was intruding.

"Yeah, Dad. I do." His voice was sharper than he'd intended. The small, neat rows of neatly folded underwear now seemed like a declaration of war. He didn’t want to be a burden. He did not need to justify his living situation. This whole thing was already humiliating.

He closed the drawer with a definitive thud. The familiar scent of Old Spice clung to the air, his father’s domain. David turned, his shoulders stiff. "Is there a problem?"

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