"A goldfish?" Maria’s voice was incredulous, bordering on contempt. She glared at her roommate, Chloe.

Chloe was beaming, holding a tiny, plastic bag with a single, shimmering goldfish inside. Maria's shoulders rose and fell slowly. The idea of a fish, a small, mindless creature, swimming in circles in their pristine apartment, filled her with a sense of dread.

She spent the next few hours reorganizing her closet, sorting through clothes she hadn't worn in years. She had to take her mind off the impending arrival of the fish.

She felt a strange resistance, a deep-seated unwillingness to compromise. The goldfish was, she was sure, a bad omen.

She stared out the window, watching the rain. The thought of adding something new to their apartment made her want to retreat.

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