The aroma of freshly brewed coffee, the promise of a quiet morning; that was abruptly broken by the insistent ring of the doorbell. It was Mr. Miller, his face beaming. “That west-facing space of yours… marvelous sun exposure,” he began. “Perfect for a garden, wouldn’t you agree?”

Inside, Sarah felt the familiar tightening in her chest. She had planned to spend her day reading. Her hands clenched. She felt a dull ache behind her eyes.

"I’ll let you know," she managed, her voice tight. She closed the door with a definite click, returning to the coffee with a bitter taste in her mouth.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212