Liam slammed the door to his dorm room, the sound echoing through the otherwise quiet hallway. The note, the official-looking one with the fancy letterhead, lay crumpled on his desk like a discarded dream. His jaw clenched. He felt a throbbing tension behind his eyes.

He kicked his worn-out sneakers across the room, watching them slam into the opposite wall. The posters of his dream college, usually symbols of his aspirations, now seemed to sneer down at him. The thought of finding a part-time job felt like a lead weight in his chest.

He felt a sudden urge to break something. Anything. He picked up his guitar, intending to play, but the instrument felt heavy, foreign. He tossed it onto the bed, the metal strings buzzing briefly. He wished the world would just leave him alone.

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