The microphone felt like a weapon in Amelia's hand. She stared out at the sea of faces, the well-wishers and the relatives, all expecting a syrupy tribute to her mother. A knot formed in her stomach, a familiar protest against the forced pleasantries. She cleared her throat, the sound unusually loud in the hushed room.

“So, Mom,” she began, her voice sharper than intended. She’d spent the last week composing a heartfelt speech, full of anecdotes and gratitude. Now, all that felt like a betrayal of the resentment she'd been harboring for years.

She hadn’t called, hadn't visited, hadn't been a good daughter. The guilt pricked, but it only fueled the fire.

Amelia’s gaze flickered to her mother, who was beaming, oblivious. "You spent your whole life working here, right? Well, now what?"

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385