The rejection email arrived, a curt notification in his inbox. It felt like a punch in the gut, but he refused to show it. He deleted the message without opening it, the act a small rebellion against the outcome. The phone rang; it was her. He stared at the screen, letting the vibrations fill the room. He let it ring.

Later, he found himself staring at his reflection, the lines around his mouth etched deeper by the day. He didn't want to talk to anyone. He closed the blinds, the room plunged into semi-darkness. He would not allow her victory to be a cause for celebration.

The darkness felt safe.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349