The tiny apartment felt like a cage. Clara paced its confines, the linoleum cold beneath her bare feet. The eviction notice sat on the kitchen table, a mocking reminder of her failure. Her parents’ offer of a place to stay seemed reasonable at first, but now, trapped by circumstance, the silence of the house filled her with an unspoken rage.

She slammed the fridge door shut, though there was nothing left inside to be eaten. It was their fault, she thought. Everything was their fault. The lack of independence, the feeling of being watched, the constant, unspoken judgements.

Clara felt the tremor start in her fingertips, and work its way down her arm. She needed to leave.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290