The first thing she did was change the lock on her desk drawer. Then, she moved the journal, tucked it under a pile of old textbooks, far from any prying eyes. She did not want to speak to him.

Her roommate, Ben, kept sneaking glances at her, his usual boisterous energy subdued. She returned the cold stares. She refused to meet his eyes for more than a second or two. She would not forgive him.

She avoided him for the next few days. She ate her meals in the library. She walked a different route to class. She made sure he knew, without a single word, that she was furious. She would not accept any explanation. She would not make it easy.

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