The world felt too loud. The incessant chirping of the birds outside his window, the rhythmic tapping of the rain against the pane – it all grated on Leo’s nerves. He clutched his coffee cup a little too tightly, the ceramic digging into his palm. Dr. Ramirez, his advisor, was heading to a different institution. The news had arrived this morning in the form of a brief, impersonal email.

He stared at the document on his desk, the words blurring together. Years of work, all potentially derailed by this sudden development. He felt a pressure building behind his eyes, a familiar tension. He hadn't slept properly in days.

With a frustrated grunt, he tossed the draft onto the floor, the pages scattering. He wanted to scream. He wanted to break something. Instead, he just sat there, a hollow ache settling in his chest.

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