The elevator doors closed with a decisive *thunk*, trapping Michael in the confined space, which now felt like a prison cell. He pressed the button for the ground floor repeatedly, each press a frustrated jab. He'd flown across the country, poured years of research into finding Ben, and for what?

The images of their shared past, once so vibrant, now felt faded, like a poorly developed photograph. Ben had looked at him, blinked, and shrugged. "Sorry, pal. Doesn't ring a bell."

He paced the confines of the elevator, his hands clenching and unclenching. He wanted to tear something, to shatter the smooth facade of indifference he'd encountered. His heart hammered against his ribs.

He slammed his fist on the wall, the metallic clang echoing in the small space. Each floor he passed felt like a further step toward an irreparable disconnect.

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