The attic door, a splintered rectangle of cheap plywood, stuck stubbornly. He heaved against it, his knuckles white against the warped surface. Finally, with a grating groan, it yielded, revealing a suffocating darkness. "Great," he muttered, wiping sweat from his brow. The flashlight beam danced across dust motes, illuminating the source of the resistance: a mountain of boxes and forgotten treasures. He'd been hoping for a clear space to store his seasonal decorations. Now, this.

He kicked at a cardboard box, the flimsy material giving way to reveal a collection of chipped teacups and saucers. “Bloody brilliant.” It was a fine mess. The previous owners, clearly, had a different definition of 'move-out ready.'

His shoulders slumped as he began the arduous task of cataloging the debris. Each item, it seemed, was more useless than the last. A broken gramophone, a stack of yellowed magazines, moth-eaten coats – all relics of a life he didn't share. He wondered at the audacity of leaving such a disaster behind.

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