The professor’s words, usually a source of comfort, now grated on her nerves. “Don’t worry, we’ll help you find other options,” he said, his voice smooth and reassuring. Ava wanted to spit. Help? How could they possibly help? This wasn't a problem easily solved.

She leaned back in her chair, arms crossed, her gaze fixed on the ceiling. The lecture hall, normally a place of inspiration, felt like a prison. Every object, every person, seemed to mock her. The polished wood of the desks, the hushed whispers of her classmates, the cheerful posters on the walls – all of it was tainted, poisoned by the knowledge that this was all coming to an end. A bitter taste coated her tongue.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296