Sarah slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her knuckles were white from clenching her fists. Hours spent scrolling through old photos, reliving a past that apparently existed only in her mind, had led to this. To a blank stare, a polite brush-off, and then a hurried goodbye.

"He's probably just busy," Mark, her boyfriend, offered, oblivious. She glared at him, the well-meaning comment like a slap in the face. She wanted to scream, to dismantle the room and rebuild it piece by piece.

She picked up the framed photograph, a faded snapshot of them both, kids with scraped knees and beaming smiles, clutching ice cream cones. She felt a sting behind her eyes, the familiar sting of wanting to escape.

"No, he's not," she mumbled, placing the photo back down with exaggerated care, each movement jerky and precise. The world around her blurred, a chaotic mess of forgotten moments and unacknowledged connections.

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