The blaring news on the television only added to the internal storm brewing within Ethan. He was already stressed about a deadline at work, and now his roommate, Sarah, was sitting opposite him with a smug grin. "Guess what, Ethan? I got us a bird! A little canary!"

Ethan's shoulders slumped. He envisioned the incessant chirping, the constant mess, and the overall chaos that a bird would bring to his already strained life. He needed order, quiet, and predictability. The thought of a pet bird was the antithesis of all of those things.

He rubbed his temples, a dull ache throbbing behind his eyes. "No, Sarah," he said, the words barely a whisper. "I do not want a pet. I can't even stand a houseplant." He turned his gaze back to the news, a desperate attempt to find something, anything, to distract him from the impending doom of canary ownership.

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