Rain lashed at the windows, mirroring the tempest inside Amelia. She snatched the birthday card from her mailbox, its plain white envelope mocking her. No return address. No name. Just a generic "Happy Birthday." *Like I need someone's pity,* she thought, tossing it onto the overflowing kitchen counter.

The chipped mug of lukewarm coffee sat neglected as she stomped through the apartment. Her brother, the supposed "golden child," would probably send something ridiculously sentimental. Or, worse, nothing at all.

Her phone buzzed. Her mother. Amelia slammed her fist against the counter, sending the card fluttering to the floor. "Not today," she muttered, turning the ringer off. She would spend her birthday as she pleased, thank you very much.

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