He slammed the door, the sound echoing through the house. Leo had insisted the drawings were just a coincidence, dismissed them as a young girl’s overactive imagination. The drawings, though, they were too familiar. The same crooked smile. The mismatched eyes. The memory, a burning ember, threatened to ignite.

He crossed his arms, pacing his living room. His jaw was clenched, his knuckles white. He’d left the past behind for a reason. He felt that familiar tightness in his chest, a refusal to let go of what he knew was right.

Each drawing, a fresh assault. Each one, a vivid reminder of a life he'd worked tirelessly to erase. He was done with it. That was it.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391