The cramped confines of the bus made Liam feel claustrophobic. He pressed his forehead against the cold windowpane, watching the blurred cityscape whizz by. The rhythmic rumble of the engine did nothing to soothe the tension knotting in his shoulders. A notification. From Jessica Thompson.

Jessica. The memory of her sneering face, the cutting remarks, the way she made him feel like an unwelcome intruder, flooded back. He clenched his fists, the knuckles turning white. He remembered the feeling of being trapped, of being judged and ridiculed, every single day. He wanted to scream.

He imagined her now, perfectly poised, effortlessly gliding through life. And he, still stuck in the same place. He knew he should ignore the request, block her. But a perverse curiosity, a desperate need to understand what she wanted, held him captive. With a sigh of resignation, he opened the request.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184