The living room, usually bathed in sunlight, felt shadowed and cold. Michael, perched on a footstool, surveyed the boxes his mother had left behind. He felt a deep-seated resistance to the whole process.

He had come to find his birth certificate. The whole thing was just a nuisance, a pointless exercise in nostalgia. He wanted to get this over with as quickly as possible.

He was not going to be sidetracked by sentimental nonsense.

He lifted the lid of the box marked "Michael's Milestones." He would, however, glance inside and be done with it. The memory, or this would never end.

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